{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# One Shot Learning with Siamese Networks\n",
    "\n",
    "This is the jupyter notebook that accompanies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports\n",
    "All the imports are defined here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import torchvision\n",
    "import torchvision.datasets as dset\n",
    "import torchvision.transforms as transforms\n",
    "from torch.utils.data import DataLoader,Dataset\n",
    "import matplotlib.pyplot as plt\n",
    "import torchvision.utils\n",
    "import numpy as np\n",
    "import random\n",
    "from PIL import Image\n",
    "import torch\n",
    "from torch.autograd import Variable\n",
    "import PIL.ImageOps    \n",
    "import torch.nn as nn\n",
    "from torch import optim\n",
    "import torch.nn.functional as F"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper functions\n",
    "Set of helper functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def imshow(img,text=None,should_save=False):\n",
    "    npimg = img.numpy()\n",
    "    plt.axis(\"off\")\n",
    "    if text:\n",
    "        plt.text(75, 8, text, style='italic',fontweight='bold',\n",
    "            bbox={'facecolor':'white', 'alpha':0.8, 'pad':10})\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()    \n",
    "\n",
    "def show_plot(iteration,loss):\n",
    "    plt.plot(iteration,loss)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configuration Class\n",
    "A simple class to manage configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Config():\n",
    "    training_dir = \"./data/faces/training/\"\n",
    "    testing_dir = \"./data/faces/testing/\"\n",
    "    train_batch_size = 64\n",
    "    train_number_epochs = 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Custom Dataset Class\n",
    "This dataset generates a pair of images. 0 for geniune pair and 1 for imposter pair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "class SiameseNetworkDataset(Dataset):\n",
    "    \n",
    "    def __init__(self,imageFolderDataset,transform=None,should_invert=True):\n",
    "        self.imageFolderDataset = imageFolderDataset    \n",
    "        self.transform = transform\n",
    "        self.should_invert = should_invert\n",
    "        \n",
    "    def __getitem__(self,index):\n",
    "        img0_tuple = random.choice(self.imageFolderDataset.imgs)\n",
    "        #we need to make sure approx 50% of images are in the same class\n",
    "        should_get_same_class = random.randint(0,1) \n",
    "        if should_get_same_class:\n",
    "            while True:\n",
    "                #keep looping till the same class image is found\n",
    "                img1_tuple = random.choice(self.imageFolderDataset.imgs) \n",
    "                if img0_tuple[1]==img1_tuple[1]:\n",
    "                    break\n",
    "        else:\n",
    "            while True:\n",
    "                #keep looping till a different class image is found\n",
    "                \n",
    "                img1_tuple = random.choice(self.imageFolderDataset.imgs) \n",
    "                if img0_tuple[1] !=img1_tuple[1]:\n",
    "                    break\n",
    "\n",
    "        img0 = Image.open(img0_tuple[0])\n",
    "        img1 = Image.open(img1_tuple[0])\n",
    "        img0 = img0.convert(\"L\")\n",
    "        img1 = img1.convert(\"L\")\n",
    "        \n",
    "        if self.should_invert:\n",
    "            img0 = PIL.ImageOps.invert(img0)\n",
    "            img1 = PIL.ImageOps.invert(img1)\n",
    "\n",
    "        if self.transform is not None:\n",
    "            img0 = self.transform(img0)\n",
    "            img1 = self.transform(img1)\n",
    "        \n",
    "        return img0, img1 , torch.from_numpy(np.array([int(img1_tuple[1]!=img0_tuple[1])],dtype=np.float32))\n",
    "    \n",
    "    def __len__(self):\n",
    "        return len(self.imageFolderDataset.imgs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using Image Folder Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "folder_dataset = dset.ImageFolder(root=Config.training_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "siamese_dataset = SiameseNetworkDataset(imageFolderDataset=folder_dataset,\n",
    "                                        transform=transforms.Compose([transforms.Resize((100,100)),\n",
    "                                                                      transforms.ToTensor()\n",
    "                                                                      ])\n",
    "                                       ,should_invert=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualising some of the data\n",
    "The top row and the bottom row of any column is one pair. The 0s and 1s correspond to the column of the image.\n",
    "1 indiciates dissimilar, and 0 indicates similar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1.]\n",
      " [1.]\n",
      " [0.]\n",
      " [0.]\n",
      " [1.]\n",
      " [1.]\n",
      " [1.]\n",
      " [1.]]\n"
     ]
    }
   ],
   "source": [
    "vis_dataloader = DataLoader(siamese_dataset,\n",
    "                        shuffle=True,\n",
    "                        num_workers=8,\n",
    "                        batch_size=8)\n",
    "dataiter = iter(vis_dataloader)\n",
    "\n",
    "\n",
    "example_batch = next(dataiter)\n",
    "concatenated = torch.cat((example_batch[0],example_batch[1]),0)\n",
    "imshow(torchvision.utils.make_grid(concatenated))\n",
    "print(example_batch[2].numpy())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Neural Net Definition\n",
    "We will use a standard convolutional neural network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class SiameseNetwork(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(SiameseNetwork, self).__init__()\n",
    "        self.cnn1 = nn.Sequential(\n",
    "            nn.ReflectionPad2d(1),\n",
    "            nn.Conv2d(1, 4, kernel_size=3),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.BatchNorm2d(4),\n",
    "            \n",
    "            nn.ReflectionPad2d(1),\n",
    "            nn.Conv2d(4, 8, kernel_size=3),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.BatchNorm2d(8),\n",
    "\n",
    "\n",
    "            nn.ReflectionPad2d(1),\n",
    "            nn.Conv2d(8, 8, kernel_size=3),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.BatchNorm2d(8),\n",
    "\n",
    "\n",
    "        )\n",
    "\n",
    "        self.fc1 = nn.Sequential(\n",
    "            nn.Linear(8*100*100, 500),\n",
    "            nn.ReLU(inplace=True),\n",
    "\n",
    "            nn.Linear(500, 500),\n",
    "            nn.ReLU(inplace=True),\n",
    "\n",
    "            nn.Linear(500, 5))\n",
    "\n",
    "    def forward_once(self, x):\n",
    "        output = self.cnn1(x)\n",
    "        output = output.view(output.size()[0], -1)\n",
    "        output = self.fc1(output)\n",
    "        return output\n",
    "\n",
    "    def forward(self, input1, input2):\n",
    "        output1 = self.forward_once(input1)\n",
    "        output2 = self.forward_once(input2)\n",
    "        return output1, output2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contrastive Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ContrastiveLoss(torch.nn.Module):\n",
    "    \"\"\"\n",
    "    Contrastive loss function.\n",
    "    Based on: http://yann.lecun.com/exdb/publis/pdf/hadsell-chopra-lecun-06.pdf\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, margin=2.0):\n",
    "        super(ContrastiveLoss, self).__init__()\n",
    "        self.margin = margin\n",
    "\n",
    "    def forward(self, output1, output2, label):\n",
    "        euclidean_distance = F.pairwise_distance(output1, output2, keepdim = True)\n",
    "        loss_contrastive = torch.mean((1-label) * torch.pow(euclidean_distance, 2) +\n",
    "                                      (label) * torch.pow(torch.clamp(self.margin - euclidean_distance, min=0.0), 2))\n",
    "\n",
    "\n",
    "        return loss_contrastive"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training Time!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataloader = DataLoader(siamese_dataset,\n",
    "                        shuffle=True,\n",
    "                        num_workers=8,\n",
    "                        batch_size=Config.train_batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "net = SiameseNetwork().cuda()\n",
    "criterion = ContrastiveLoss()\n",
    "optimizer = optim.Adam(net.parameters(),lr = 0.0005 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "counter = []\n",
    "loss_history = [] \n",
    "iteration_number= 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch number 0\n",
      " Current loss 2.0378851890563965\n",
      "\n",
      "Epoch number 1\n",
      " Current loss 2.8077077865600586\n",
      "\n",
      "Epoch number 2\n",
      " Current loss 1.4288808107376099\n",
      "\n",
      "Epoch number 3\n",
      " Current loss 1.273261547088623\n",
      "\n",
      "Epoch number 4\n",
      " Current loss 1.1692599058151245\n",
      "\n",
      "Epoch number 5\n",
      " Current loss 1.0952510833740234\n",
      "\n",
      "Epoch number 6\n",
      " Current loss 1.2235523462295532\n",
      "\n",
      "Epoch number 7\n",
      " Current loss 1.1519213914871216\n",
      "\n",
      "Epoch number 8\n",
      " Current loss 1.1717911958694458\n",
      "\n",
      "Epoch number 9\n",
      " Current loss 1.1029901504516602\n",
      "\n",
      "Epoch number 10\n",
      " Current loss 1.1344356536865234\n",
      "\n",
      "Epoch number 11\n",
      " Current loss 1.17781400680542\n",
      "\n",
      "Epoch number 12\n",
      " Current loss 1.129368543624878\n",
      "\n",
      "Epoch number 13\n",
      " Current loss 1.1467115879058838\n",
      "\n",
      "Epoch number 14\n",
      " Current loss 1.163444995880127\n",
      "\n",
      "Epoch number 15\n",
      " Current loss 1.1398472785949707\n",
      "\n",
      "Epoch number 16\n",
      " Current loss 1.1301088333129883\n",
      "\n",
      "Epoch number 17\n",
      " Current loss 1.0887219905853271\n",
      "\n",
      "Epoch number 18\n",
      " Current loss 1.140424370765686\n",
      "\n",
      "Epoch number 19\n",
      " Current loss 1.0663241147994995\n",
      "\n",
      "Epoch number 20\n",
      " Current loss 1.08632230758667\n",
      "\n",
      "Epoch number 21\n",
      " Current loss 1.1327917575836182\n",
      "\n",
      "Epoch number 22\n",
      " Current loss 1.1568373441696167\n",
      "\n",
      "Epoch number 23\n",
      " Current loss 1.070037841796875\n",
      "\n",
      "Epoch number 24\n",
      " Current loss 1.1004447937011719\n",
      "\n",
      "Epoch number 25\n",
      " Current loss 1.1675760746002197\n",
      "\n",
      "Epoch number 26\n",
      " Current loss 1.107505202293396\n",
      "\n",
      "Epoch number 27\n",
      " Current loss 1.164154052734375\n",
      "\n",
      "Epoch number 28\n",
      " Current loss 1.1572291851043701\n",
      "\n",
      "Epoch number 29\n",
      " Current loss 1.0625216960906982\n",
      "\n",
      "Epoch number 30\n",
      " Current loss 1.0926334857940674\n",
      "\n",
      "Epoch number 31\n",
      " Current loss 1.1182385683059692\n",
      "\n",
      "Epoch number 32\n",
      " Current loss 1.1999294757843018\n",
      "\n",
      "Epoch number 33\n",
      " Current loss 1.0879995822906494\n",
      "\n",
      "Epoch number 34\n",
      " Current loss 1.1144282817840576\n",
      "\n",
      "Epoch number 35\n",
      " Current loss 1.1479668617248535\n",
      "\n",
      "Epoch number 36\n",
      " Current loss 1.1063014268875122\n",
      "\n",
      "Epoch number 37\n",
      " Current loss 1.1686123609542847\n",
      "\n",
      "Epoch number 38\n",
      " Current loss 1.1108856201171875\n",
      "\n",
      "Epoch number 39\n",
      " Current loss 1.0782051086425781\n",
      "\n",
      "Epoch number 40\n",
      " Current loss 1.0159437656402588\n",
      "\n",
      "Epoch number 41\n",
      " Current loss 1.0994377136230469\n",
      "\n",
      "Epoch number 42\n",
      " Current loss 1.101317286491394\n",
      "\n",
      "Epoch number 43\n",
      " Current loss 1.068577527999878\n",
      "\n",
      "Epoch number 44\n",
      " Current loss 1.109604835510254\n",
      "\n",
      "Epoch number 45\n",
      " Current loss 1.1685329675674438\n",
      "\n",
      "Epoch number 46\n",
      " Current loss 1.1148097515106201\n",
      "\n",
      "Epoch number 47\n",
      " Current loss 1.125104308128357\n",
      "\n",
      "Epoch number 48\n",
      " Current loss 1.123309850692749\n",
      "\n",
      "Epoch number 49\n",
      " Current loss 1.1074304580688477\n",
      "\n",
      "Epoch number 50\n",
      " Current loss 1.0960524082183838\n",
      "\n",
      "Epoch number 51\n",
      " Current loss 1.1231727600097656\n",
      "\n",
      "Epoch number 52\n",
      " Current loss 1.0602667331695557\n",
      "\n",
      "Epoch number 53\n",
      " Current loss 1.1933255195617676\n",
      "\n",
      "Epoch number 54\n",
      " Current loss 1.0731847286224365\n",
      "\n",
      "Epoch number 55\n",
      " Current loss 1.1229645013809204\n",
      "\n",
      "Epoch number 56\n",
      " Current loss 1.1323256492614746\n",
      "\n",
      "Epoch number 57\n",
      " Current loss 1.1582694053649902\n",
      "\n",
      "Epoch number 58\n",
      " Current loss 1.087444543838501\n",
      "\n",
      "Epoch number 59\n",
      " Current loss 1.112156867980957\n",
      "\n",
      "Epoch number 60\n",
      " Current loss 1.1236321926116943\n",
      "\n",
      "Epoch number 61\n",
      " Current loss 1.089324951171875\n",
      "\n",
      "Epoch number 62\n",
      " Current loss 1.151943325996399\n",
      "\n",
      "Epoch number 63\n",
      " Current loss 1.0736372470855713\n",
      "\n",
      "Epoch number 64\n",
      " Current loss 1.0705881118774414\n",
      "\n",
      "Epoch number 65\n",
      " Current loss 1.0880753993988037\n",
      "\n",
      "Epoch number 66\n",
      " Current loss 1.0668013095855713\n",
      "\n",
      "Epoch number 67\n",
      " Current loss 1.0845987796783447\n",
      "\n",
      "Epoch number 68\n",
      " Current loss 1.117438554763794\n",
      "\n",
      "Epoch number 69\n",
      " Current loss 1.1109552383422852\n",
      "\n",
      "Epoch number 70\n",
      " Current loss 1.0705968141555786\n",
      "\n",
      "Epoch number 71\n",
      " Current loss 1.0489232540130615\n",
      "\n",
      "Epoch number 72\n",
      " Current loss 1.0667352676391602\n",
      "\n",
      "Epoch number 73\n",
      " Current loss 1.1204578876495361\n",
      "\n",
      "Epoch number 74\n",
      " Current loss 1.0965818166732788\n",
      "\n",
      "Epoch number 75\n",
      " Current loss 1.1749546527862549\n",
      "\n",
      "Epoch number 76\n",
      " Current loss 1.1329829692840576\n",
      "\n",
      "Epoch number 77\n",
      " Current loss 1.1027050018310547\n",
      "\n",
      "Epoch number 78\n",
      " Current loss 1.0796157121658325\n",
      "\n",
      "Epoch number 79\n",
      " Current loss 1.0907905101776123\n",
      "\n",
      "Epoch number 80\n",
      " Current loss 1.0403797626495361\n",
      "\n",
      "Epoch number 81\n",
      " Current loss 1.1375505924224854\n",
      "\n",
      "Epoch number 82\n",
      " Current loss 1.143746256828308\n",
      "\n",
      "Epoch number 83\n",
      " Current loss 1.0821889638900757\n",
      "\n",
      "Epoch number 84\n",
      " Current loss 1.1218210458755493\n",
      "\n",
      "Epoch number 85\n",
      " Current loss 1.08035147190094\n",
      "\n",
      "Epoch number 86\n",
      " Current loss 1.0216319561004639\n",
      "\n",
      "Epoch number 87\n",
      " Current loss 1.0868322849273682\n",
      "\n",
      "Epoch number 88\n",
      " Current loss 1.1195446252822876\n",
      "\n",
      "Epoch number 89\n",
      " Current loss 1.1785082817077637\n",
      "\n",
      "Epoch number 90\n",
      " Current loss 1.0771337747573853\n",
      "\n",
      "Epoch number 91\n",
      " Current loss 1.0936869382858276\n",
      "\n",
      "Epoch number 92\n",
      " Current loss 1.1433212757110596\n",
      "\n",
      "Epoch number 93\n",
      " Current loss 1.153044581413269\n",
      "\n",
      "Epoch number 94\n",
      " Current loss 1.103136420249939\n",
      "\n",
      "Epoch number 95\n",
      " Current loss 1.1112598180770874\n",
      "\n",
      "Epoch number 96\n",
      " Current loss 1.0496973991394043\n",
      "\n",
      "Epoch number 97\n",
      " Current loss 1.0448846817016602\n",
      "\n",
      "Epoch number 98\n",
      " Current loss 1.1437416076660156\n",
      "\n",
      "Epoch number 99\n",
      " Current loss 1.1138417720794678\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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/mNb4lVLKQ8AHf6izxm/VefxKKQUEQ/CHODaxXK/Xo5RSQBAEf3iojviVUspdwAe/a8Sv1+tRSimHwA9+ncevlFIeAj74w3Qev1JKeQj44HfN49fpnEop5RDwwX96Hr+WepRSCoIo+PXMXaWUcgj44D99ApeWepRSCoIg+MNCtNSjlFLuAj74K0f8enBXKaWAIAp+ndWjlFIOAR/84TqrRymlPAR88OuNWJRSylOdwS8iM0QkR0S21bB+jIgUikiq8+tpt3XjRWSXiKSLyGP+7LivTp/ApSN+pZQC30b8M4HxdbRZbowZ6Px6FkBELMCbwDVAH2CSiPQ5k842hM7jV0opT3UGvzFmGVDQgNceCqQbY/YZY8qBT4EJDXidM2IJEUS01KOUUi7+qvEPF5HNIvIfEenrXNYeyHRrk+Vcds6FhYRQrrN6lFIKgFA/vMZGoJMxplhErgW+BroD4qVtjfUWEZkKTAVITEz0Q7dOC7OIlnqUUsrpjEf8xpgTxphi5/ffAWEiEodjhN/RrWkHILuW15lmjEk2xiTHx8efabc8hFpC9AQupZRyOuPgF5G2IiLO74c6XzMfWA90F5EuIhIOTATmn+nPa4gwi1Cht15USinAh1KPiMwGxgBxIpIFPAOEARhj3gFuAe4TEStQAkw0xhjAKiIPAAsBCzDDGLP9rGxFHUJDdMSvlFIudQa/MWZSHevfAN6oYd13wHcN65r/hGqNXymlKgX8mbvgmMuvs3qUUsohSIJfR/xKKeUSFMEfFR7KidKKxu6GUkqdF4Ii+Lu3jmH30eLG7oZSSp0XgiL4eyU0Ja+4jNyissbuilJKNbrgCP62sQDsOlLUyD1RSqnGF1TBv/PIiUbuiVJKNb6gCP5WMRHEx0aQdlhH/EopFRTBD45Rv474lVIqiIK/d0JT9uQU66UblFJBL2iCv1fbWMqtdjLyTzZ2V5RSqlEFUfA3BdA6v1Iq6AVN8HdtHU1oiGidXykV9IIm+CNCLSTFR7NTR/xKqSAXNMEPjnLPTj2JSykV5IIr+BNiOXS8RC/YppQKakEV/L2dB3j10g1KqWAWVMHfK8F56YbDeoBXKRW86gx+EZkhIjkisq2G9b8UkS3Or1UiMsBtXYaIbBWRVBFJ8WfHG6Jt00iaNQkjTUf8Sqkg5suIfyYwvpb1+4HLjDH9geeAaVXWjzXGDDTGJDesi/4jIvROiGXbocLG7opSSjWaOoPfGLMMKKhl/SpjzDHnwzVABz/17ay4pEsrth0qpPCUHuBVSgUnf9f47wH+4/bYAItEZIOITPXzz2qQUd3jsBtYvS+vsbuilFKNwm/BLyJjcQT/X9wWjzTGXAxcA9wvIpfW8vypIpIiIim5ubn+6lY1Azs2JzrcwvI9GvxKqeDkl+AXkf7A+8AEY0y+a7kxJtv5bw7wFTC0ptcwxkwzxiQbY5Lj4+P90S2vwiwhDEtqxcp0DX6lVHA64+AXkURgLjDZGLPbbXm0iMS6vgfGAV5nBp1ro7rHkZF/isyCU17Xp2QU8Oy/d2CMOcc9U0qps8+X6ZyzgdVATxHJEpF7ROReEbnX2eRpoBXwVpVpm22AFSKyGVgHfGuMWXAWtqHeRnePA6hx1P/x2oPMWLmfDQeOeV2vlFIXstC6GhhjJtWxfgowxcvyfcCA6s9ofF3jY2jTNILl6XlMHJpYbX1q5nEAPl2fSXLnlue6exc8m91QYbMTGWZp7K4opbwIqjN3XUSEUd3iWZWeh93uWc45drKc/XkniQq38O2WwxTpdX3q7YUFOxn3yrKgLpWt219AYYn+7ajzU1AGP8Co7q04dqqCHVUu3+Aa7T94RXdKKmz8e/PhxujeBctqszNnYxYHC06RnlPc2N1pFMdPlTNx2mreXrq3sbuilFdBG/wjuznq/Cuq1Pk3ZR4nRGDysE70ahvLZ+sP1ut1T5ZZ+fu3OziY7/3AcaBbs6+AvOJy5/f5dbQOTJuzCrEbWJ9R43mPQaW0wsaKPXkXxB7g3txiHvhkI8Vl1sbuylkVtMHfOjaSXm1jWb7H85yBTQeP0aNNLNERofwiuSObswpJO3yC0gobf52/nUv+8T3Zx0tqfN0XF+7iveX7eeKrrbX+oZdW2KqVmc41u93w/vJ9HD1RWm1dfnFZg8pc32zJJjrcQpumEazZV//gO1FawdPztpFTVL1P/rJsdy7vL9931l5/i3OvcWtWIaUVtrP2cy4UM1bu547pa5mXmt3YXanT/y7axTdbDvPTrrN3LtH5IGiDH+DyXq1Zs6+gMmTsdsPmzOMMSmwBwM2D2hNuCeGVxbuZ8MZKZq7K4OiJMj5d530vYOPBY3y4OoOkuGhWpOfxfVpOtTZWm50ZK/Yz5PnvmfjeGo6dLD8r21ZaYWNtHSPupbtzeP7bNF5YsMtjeeGpCq54+ScGPruYCW+s4L+/S+NwYc0fdi7lVjsLth/hqj5tGNk1jrX78+s9yvto9QFmrT7A60vS6/U8X1XY7Dw+dyvPf5vGlqzjZ+VnbHa+brnNzlYfrwu1am8eq/YG3rklxhi+3nQIgGfmbz+rH+hnal9uMf/ZdgRwDA4CWVAH/y2DO2Czn/7D3Jd3khOlVgYlNgegRXQ44/q2YdGOo+SfLOeDu4Zwea/WfLo+kwqb3eO1yq12HpuzhYSmkXz1u5F0ax3D89/uoMx6esS3PqOA619fwbPf7KBXQiypmce5+a2V7M31by08t6iM26at4bZpa2oNk49WHwBgXuohj2D/YNV+jp+q4M7hnYkItTB9xX6e/KruUzBWpudx/FQF1/dvxyVJLckrLq9x20rKbSzfk+vxwVButfPhqgxE4LOUTHK87ImcqX9vzubQ8RLCLMJLi3bX/YR6MsaQmlnI2J6OkxB9Kfd8uu4gd7y/lvs/3ujx9+KrHdknmDx97Xl5/am0w0XsPlrMXSM7U1Jh48mvtp23JZ93f9pHuCWEoZ1bVvvbrMpuN6zPKOCpr7cy8n9+YO7GrHPY0zMX1MGfFB/D4E4t+CIlC2MMmw465u0P6ti8ss0fr+rBb0Z3YcHDoxnbszW3D00kp6iMJWlHPV7r7aV72X20mOdv7kezqDD+6/o+HMg/xcyVGRw7Wc6fv9zMre+spqjUyjt3DObz3w5n9m+GUVRq5eY3VzJ3YxanymuuK6ZmHmf+5rp3lfccLeLmt1ay68gJwkNDWOAcwVR1MP8US3fn8vOLO2CA6cv3A45Sy4wV+xnXpw1P39CHz+8dzh3DOrEyPY+S8tpD6d9bsmkaGcroHnEMS2oFwGov5R6b3fDAJxuZPH0ds9dlnn7+5mxyisp49sa+WG123vNzOcZuN7y9dC+92sbyp3E9WbY7l3X7/VuHP1xYSl5xGWN6tiYpPpoNGbWfC/LuT3t5bO5WurWO4dipChZuP1pre29eXbKb5XvymL/l/CulzEs9RGiI8PvLu/PIVT1YvOOoT3/HNck6dooPV2Xw0KebGPvSUl5bsscv/TxcWMLcTVncNqQjNw1qT3ZhKXtzT3ptm19cxpWv/MSt76zmyw1ZWO12/v5tWoNKo+/8tJeps1Jq/b9/NgR18INj1L8np5gtWYWkZh4nNiKUrvExleuT4mN48ro+xMVEADC2V2vaNYvk47Wnyz2bM4/z5o/p3DigHZf3agPAZT3iubxXa15bsocrXv6JuRsP8dvLklj8x0sZ368tIsLgTi34+v6RtGvehD9+vpnk57/noU83VbtsdJnVxgOfbOSRz1MpqKU0tO1QIT97exWlFXY+mzqcy3u2ZuH2I16PJXy87gAhIjx6dU9u6J/A7HUHKTxVwaxVGZwotfLgFd0r217RuzVlVnutF7YrrbCxaPtRru7blohQC4kto0hoFum13PTCwp0s2ZlDu2aR/P3bHWQdO4UxhvdX7Kd76xjuGNaJCQPb839rDta6vfX1fdpR9uQUc9+Yrtw5ojOtYyN4aeEuv45ANzvr+wM6NmdIp5ZsOHis2u/fbjdsOFDAn77YzH//ZyfX909g/gOj6NCiSY1lxJocyD/Joh2OD4t5zj3X84Xdbpi/OZvLesTTMjqcKaOTGNixOc/M386hWo6T1aTCZuemN1fyzPztrNnnKCO+vXQvx0+d+d/I+8v3Yzfwm9FJlSd41lTueeX73RzIP8VLtw5gw1NX8d6vksk/WV7vWVzGGGauzGDRjqP89qMNDdrba6igD/7r+icQGRbCFxsy2XTwOAMTmxMSIjW2t4QIE4cmsnxPHgfyT5KRd5K7Z66nTbMInrmhj0fbp67rjc0YOreK4psHR/H4Nb2JCvc8Z65jyyi+e3A0n04dxk2D2rN0Vy6Tp68lt6isss0naw+SdayECpthXqr3/9w2u+GxuVtoEmbhq9+NYEDH5ozv15ajJ8pIrVLLLq2w8fn6TMb1aUPbZpH89rKunCy38c6yvby/Yj9X9GpNv/bNKtsP7dKSqHALS7wcs3D5aXcuxWVWrh/QDnCcK3FJl5as2VfgEaxfbsji3Z/2ccewRD6/dzgAf5mzhVV780k7fIIpo7sgIvxuTFdKrTZmrNhf48+sD2MMby3dS2LLKK67KIHIMAu/v7wb6zIK+Gl3Lsv35PLwp5sY8+KPXP/6cm5/bw2PfL6ZPUdrvmlPfnEZ//guzePgeGrWccIsjvs+DO7cguOnKjzKXTNW7GfkP3/g52+vZv7mbO4Z1YVXJw4iMszCbckdWbU3nwP51UeaecVlvLU0nafnbaPcerrM+MHKDEJDhF+P6EzKgWM1XoakPr+nhn4QniitqNxrBli7v4DDhaVMGNQecPzfeenWAdjshsnT15JfXFbTS3mVknGMvOJyXp04kDWPX8G7k5MpqbB5DMLAMUGjPsdLjp0sZ/a6g0wY0I6OLaPo2DKKLnHR1SZ+gGOPeva6TO64JJFbBncgOiKU/h2ac9PAdkxfsb9eH2i7jhZx5EQpY3rGs3xPHn/4LBXbOZrwEfTB3zQyjPF92zIvNZtdR4sY6FbmqcltQzpiCRHe/DGdX3+wDrsxfHjXUFo59wpckuJjWPfklXx57wh6Oe/3601IiDAsqRX/uPkivrx3OCfLbTz1tWNWUFFpBa//kM7Ibq3o174pX27wXkucve4g2w6d4MnretOxZRTg2DsJs0i1cs+3Ww5z7FQFk4d1AqB3QlPG9Ix3jp4q+L3baB8gItTCqG5x/Lgzx2so5BeX8er3e2gZHc6Irq0qlw9LakVecVnlLvPqvfk8MXcrI7u14pkb+tKhRRRPXNeblen5PPTpJuJiwpkw0BES3dvEMr5vWz5cleGXE6FW78snNfM4Uy9NItTi+LO/bUgi7Zs34a6Z65k8fR0/7MyhV9umtI6NpNxqZ9H2I4x/dTnPzNtW7SB8TlEpk95bw7Rl+zzKDVsyC+md0JSIUAvJnRyTBFKcl/7YknWcZ7/ZQceWUfzrtoFseOpK/uv6PlicA41bkzsSIo4zxl325hbz0KebGPHfP/DCgl3MWn2AZ+Y76uSFpyr4PCWTGwa0Y8roLgA1Dgx8kVdcxuX/+xND/7GE+/5vA9NX7K/XcZY/fb6Zm99axcuLHHtR81IPER1u4arebSrbdGsdw/Q7h3DoWAl3zVxfr2mTS3flEGYRrujdBhGhZ9tYLu0RzwcrMypHy5kFp5g8fR2//mC9T+eR2O2G/5q3jZIKG/eO6Vq5/NLucazZV1BtFP6P79KICrfw0JU9PJY/Or4XAC8u2Ak4Bler0vM8BnBVuWYO/c/P+vPUdb35busRnphb+2xAfwn64Ae4ZXBHikqt2Oym8sBubdo0jeTK3q35PCWLw4WlvH/nEJLcykPumkaG1boHUVX3NrE8clUPFm4/yrzUbN5bto+Ck+X8ZXwvbh3cke3ZJ9iR7XnSWcHJcl5cuIthSS250TniBmjWJIwRXeNYsO2Ixx/TR2sO0DU+muFuIf3bSx1/9Jf1iPf64XdF79ZkF5ayq8oI+NDxEm59dzV7c4t56db+hFlO/0m56vxr9+ezdFcOv/5gHYmtonjz9osr290+NJFR3eLIKy5n8rDOHpd5uH9sN4rKrDz51dZap75abXZyikpJzyliw4FjnKwSJja74cWFu4iPjeCWwafvExTip4/nAAASsUlEQVQeGsLzN/fj2osSePP2i1n35JW8M3kwM349hC/vG8HSR8dw+9BEPlpzgEtf/JHnvtnBvtxijhSWMnHaGjILShjSuQVzNmZx7GQ5drth66FCBnRw/P66xEXTKjqclIxjGGN4/ps04mLCmX5nMjcNak9sZJhHP9s2i+TyXq35ckMWFTY7a/blc/ObK/khLYfbL0lk8R8u5f6xXZm9LpP/W3uQ2esPcqrcxj2jutChRRRDOrfg69TsBgVHaYWNqbNSyD5ewrCkVmw9VMhz3+xg4rQ1dR7bAUeJa9GOoyTFRfPaD+k8+Gkq3209zNV929Ik3PPSHUO7tOStX17M9uwTTJ2V4vOU16W7chnapSUxEaf3mqeOTiKvuIx5m7Kx2Q2PfL4ZgKhwC498sRlrlUkYVb3y/W6+2XKYv4zvRY82sZXLR3ePp6TC5nG9ruV7cvlxVy6/v7wbLaPDPV6nffMm3DOqC1+nZvOrGesY9Oxibn9/LX/8PLXGn/3T7lx6tY2lbbNIpoxO4veXd2N3ThGnfPh9n6k6r9UTDEZ0bUW7ZpFkF5ZW/qety5TRSazdX8A/f96fwc6Rnb9MGZ3Ewu1HeHreNipshuv7J9C/Q3M6toji+W93MGdjFn3anS4rvbBgJyfLrDw7oR8inh8y4/u15fG5W0k7XESfdk2ZuzGL1Mzj/PWGPh5thyW15NkJfbmsh/dLYo/t2RqAJWk5lXsv6TlFTJ6+juIyKx/dcwlDu3he16hTqyjaNI3gg5UZHMg/SY82scy6eyjNo07/pxFx7P6/v3wfvx7R2eP5/do34y/je/HPBTtJiovmj+N6VuuXMYbrXlvh8YGUFB/NV/eNpFmUI1inLdvHpoPHeXXiwGrXDxrbs3XltlXVKiaC527qxx3DOvHaD3v4cFUG01fsJzYyFLvdMOueoTSNDOPqfy3jk3UHubpvG4rLrPTv0Kxy2wZ3akHKgQIWbj/KuowCnr+pX7XAd3fbkES+T0vh6XnbmLPhEB1bNuHDu4fSoYVjL+6Rq3qy83ARf5u/ndjIUEZ0bUXfdo6fN2Fge576ehvbs094lOrqYozhz19uYePB47z1y4u59qIEwBFMd85Yxz8X7OSvN/at9TVeWrSLFlFhzP/9KGatzqicIuwq81R1Re82vHhLfx75YjO3TVvDe5MH07ppZOX6MquNiNDT71X28RJ2HS3ilsG9PV5nZLdW9E5oyrTl+8gtLmNdRgEv/2IAoZYQHpy9ifeW7+c+t5G8uzkbsnj9h3RuS+7Iby9N8lg3vGsrwizCst15jOgaR2mFjb9/m0bHlk24s8rfqct9Y7oyLzWbfbnF3JrcwVFSTcliR/YJ+rTz3OM/WWZlfUYBd4/sUrnsj1f14P6x3c7JNa50xI+j1PK7sd24pl/bauWamgzp3JKNT13F1X3b+r0/rlpomdVOhc3On5yB1yI6nCt7t+HrTYcqp5Ou2JPHZymZ3DWys8eIxeWqPm0IEViw/Qg/7DzKo19uYXhSKyZd4nlxOhHhV8M706lVtNc+tW4aSb/2Tflxp6POfyD/JBOnraXCZvhs6vBqoe96zWFJrUjPKaZ/h+Z88pthXn+/bZtF8tT1fSqD2t29lyXxi+QOvPZDOnO8lLlSM4+z62gRvxreidcmDeKFn/cns+AU9328gQqbnV1Hinhl8W6u6dfWY2+oPnq2jeXN2y9m1eOX8+jVPendtikfTbmEIZ1b0rNtLKO7x/HhqgzWO2fwuO8xJXduwYH8U/zt39vp3jqGiUM61vqzxvaMp03TCGavy6R/h2bMuW9EZeiD42/1lYkD6dQqimOnKipLPADXXZRAaIh4LfekZBRw98z1LNjmeQkSYwwvL97N/M3ZPHp1z8rQB8fe310jOzNzVYbXerfL2n35LN+Tx31juhITEcrvxnTj7V9ezKShiYx026us6mcXd+DdOwaz52gRN76xks2Zx1m6K4eps1Lo8/RCPlpzoLLtUmdZZExPz4GJiDD10i6k5xTz4sJdXNc/gZsHteeG/glc068tryzezW4vx2k2HDjGY3O3MKJrK567qfqAKToilIsTW7Bsdy4Ltx/hypd/YueRIp68to/HB5K72MgwVvxlLMv/PJZnJ/TjyWv7EBVu8Xqy4Oq9+VTYjMdAS0TO2YUN5XycU5ucnGxSUlLqbhjgftyVw4mSisq6N8CStKPc82EK79xxMTuPFPHakj10ahXN/AdG1jiSvO3d1WTkn6SwpIJurWOY/ZthtY46a/Ly4t288cMe/vPQpUyZtZ7iUitf3Ducbq2rf+C4bDtUyNyNh3hkXA+iIxq2g1lutXPnjHWkHCjg898OrzzBDuDv3+7gw1UHWP/UlTRr4timORuyeOSLzfwiuQPbs09wpLCURX+41OcP9fpylLHWk9AskqJSK5ufGVdZt9948Bg/e2sVAB/cNaTGvQt381IPsengcR67pleNQZB17BRLd+Vy+9BEj1LilA/Xs/VQIf9+YBRxMREUlVr5nwU7mb3uIGEWocJmuHtkFx67pheHC0t44qutrEzP55bBHXjxlv7VArC0wsb1r6+guNTKwocvrfbhbIzhF++u5kD+KZb9eWyDgivt8AmmfJhSeWC0VXQ4zZqEUXCqnJ/+NJZmUWFMnZXC9uwTrPjL2Gp9rLDZueyFH7EbWPDw6Mo9yrziMsa9sozEllF89bsRHs+bPH0tu44UsfgPl3kdcAC8+WM6Ly507Ln0bBPLX2/s61Ee9cXf/r2dj1YfYPlfxpLQrEnl8v/6ehtzNmax6emravwgqS8R2WCMSfalrZZ6zmPeQuKyHvHExUTw4OxUym12fjaoPX+b0LfWIB/fry1/+/cOusRFM/OuoQ0KfaByeurP316FMYZPfjOs1tAHR7mmPmUHb8JDQ3jnjsFc+cpPvPL9Hmbd7biRmzGG77YeYXT3uMrQB/j54A7szzvJGz86zv59d/Lgsxb64HhPurWOIT2nmGFJLStDH6Bfu2ZEhVsY3KkFY2ooo1U1YWB7jw97bzq0iOIO58F5dzcP6sD3aTkM/ccSQkOEMEsIZVYbU0Z14YHLu/Gv7/cwY+V+Vu3NIyP/JGEhITx/Uz9uH5pYLVABIsMsvPKLgdz81koe+mwTr08a5PH3syQth/UZx3huQt8Gj1Z7JzRl3gMjmbFiP70TmnJ137ak5xRz3evLeXNpOn8a15OV6XncNKi91z6GWUL47LfDCQ8N8SgjxsVE8OjVPXl87laW78njUufvPz2niOV78vjTuB41hj7A9f0T+HbLYW4Z3IHJwzt5HL/y1d0ju/Dhqgxmrszg8WsdZSpjDEt35zCiayu/hX59afBfYEItIdwxLJHpy/fzwi39uamGGqq7nw3qQGZBCXeN7Fx5PkJD9G/fjLiYcE6UWPngriEM8GEGlL80iwrjzuGdeGnRbnYdKaJnW8eZz4eOl/DHq3pUa//Hq3pQXGalSbjlrJTj3IkI94zqwuNzt1b7nYSHhvDFvcNp37yJ19Dyt2v6teWDu4aQVXCKw4WlFJZUMGloYuWH719v7Ety5xY8Pncrl3aP59kJ/WjbLLLW17yoQzP+NqEvT8/bzoQ3V/LOHYNJbBnFq0v2MG3ZPrrERXPbkOr3taiPuJgI/uycGQPQp11Tfn5xB2auzKBrfDQny22MqWVvyTWTraqfXdyef32/m7eWplcG/4erDhAeGsIkL/ficNepVTTfPTS6AVvj2a9rL0rgk7UHeeDybsRGhrE/7ySZBSVMHZ1U9wucJVrquQAZY7DaTYNGIGdq7b58Qi0hfj+g7YtjJ8sZ/j9LuHFAO164ZQDPf7ODWas9yzyNpbTCxmNztjD10q7VDuSdj2x247Fn4os1+/J54JNNnCyzEh8bwcGCU/wiuQNPXNvbY6TtL4cLSxj70lLszok5m56+qkHlwveX7+P5b9OYc98IureJYdg/lnBNvwT+9xfn5j5RW7KOc+MbK/nZxe25tl8CW7KO89oP6Sx7dCyJrbx/YDVEfUo9enD3AiQijRL6AJcktWqU0AfHwe1bBnfg603Z5Jwo5buth6uVeRpLZJiFf00cdEGEPlDv0AfH9NxvHxzFRR2aYQkRPp5yCS/cMuCshD5AQrMmTBmVRLnNztAuLRt8jGjS0ESaR4Xx9tJ0vkjJ4lS5rdoMsrPJdYLX3I2HmDIrhdd+SCcpLtqvoV9fWupRF5S7R3bh47UH+dOXW8guLOVPV1ef4qnOnjZNI/ls6jCAc1K6undMV5bszPE4/6K+oiNCuWtEF175fjepmccZ3KkFF3U4s+NO9fWviYN47qZ+7D5azO6jRfROaNwBgk/DRhGZISI5IuL1Eo3i8JqIpIvIFhG52G3dnSKyx/l1p786roJTUnwMV/Rqw7LduYRbQriyT5u6n6T8SkTOSegDxESE8p+HRvt0LKs2d47oRHS4hbzi8nM62ncXGxnG4E4tmDQ00acrBJxNvtYLZgLja1l/DdDd+TUVeBtARFoCzwCXAEOBZ0SkceoEKmD8xjl3fXT3OJo2cIaSCi7No8L5zaVJdI2PZny/s3uw/0LgU6nHGLNMRDrX0mQCMMs4jhSvEZHmIpIAjAEWG2MKAERkMY4PkNln0mkV3IZ2ackfruxR7WQepWrz8JU9ePjK6jPAgpG/avztgUy3x1nOZTUtV6rBRISHruxed0OllFf+mhrireBnalle/QVEpopIioik5OYG9m3PlFKqMfkr+LMA94uQdACya1lejTFmmjEm2RiTHB+vu/BKKXW2+Cv45wO/cs7uGQYUGmMOAwuBcSLSwnlQd5xzmVJKqUbiU41fRGbjOFAbJyJZOGbqhAEYY94BvgOuBdKBU8BdznUFIvIcsN75Us+6DvQqpZRqHL7O6plUx3oD3F/DuhnAjPp3TSml1Nmgl2xQSqkgo8GvlFJBRoNfKaWCzHl5WWYRyQUO1NnwtDgg7yx153wVjNsMwbndwbjNEJzbfSbb3MkY49Nc+PMy+OtLRFJ8vQ51oAjGbYbg3O5g3GYIzu0+V9uspR6llAoyGvxKKRVkAiX4pzV2BxpBMG4zBOd2B+M2Q3Bu9znZ5oCo8SullPJdoIz4lVJK+eiCDn4RGS8iu5y3fHyssfvjTyLSUUR+FJE0EdkuIg85l7cUkcXOW1kudt3RrLbbX15oRMQiIptE5Bvn4y4ista5zZ+JSLhzeYTzcbpzfefG7HdDOW9c9KWI7HS+38OD5H3+g/Nve5uIzBaRyEB8r73durYh768/b2N7wQa/iFiAN3Hc9rEPMElE+jRur/zKCjxijOkNDAPud27fY8ASY0x3YInzMdRw+8sL1ENAmtvjfwKvOLf5GHCPc/k9wDFjTDfgFWe7C9GrwAJjTC9gAI5tD+j3WUTaAw8CycaYfoAFmEhgvtczqX7r2nq9v36/ja0x5oL8AoYDC90ePw483tj9OovbOw+4CtgFJDiXJQC7nN+/C0xya1/Z7kL6wnHPhiXA5cA3OG7mkweEVn3fcVzie7jz+1BnO2nsbajn9jYF9lftdxC8z66787V0vnffAFcH6nsNdAa2NfT9BSYB77ot92hX368LdsRPEN3W0blbOwhYC7Qxjnsd4Py3tbNZoPw+/gX8GbA7H7cCjhtjrM7H7ttVuc3O9YXO9heSJCAX+MBZ3npfRKIJ8PfZGHMIeAk4CBzG8d5tILDfa3f1fX/9+r5fyMHv820dL2QiEgPMAR42xpyoramXZRfU70NErgdyjDEb3Bd7aWp8WHehCAUuBt42xgwCTnJ6t9+bQNhmnGWKCUAXoB0QjaPMUVUgvde+OOPb2PriQg5+n2/reKESkTAcof+xMWauc/FREUlwrk8AcpzLA+H3MRK4UUQygE9xlHv+BTQXEde9I9y3q3KbneubARfajX6ygCxjzFrn4y9xfBAE8vsMcCWw3xiTa4ypAOYCIwjs99pdfd9fv77vF3Lwrwe6O2cBhOM4MDS/kfvkNyIiwHQgzRjzstuq+YDriP6dOGr/ruXebn95wTDGPG6M6WCM6Yzj/fzBGPNL4EfgFmezqtvs+l3c4mx/QY0CjTFHgEwR6elcdAWwgwB+n50OAsNEJMr5t+7a7oB9r6uo7/vr39vYNvZBjzM8YHItsBvYCzzZ2P3x87aNwrErtwVIdX5di6OuuQTY4/y3pbO94JjltBfYimO2RKNvxxls/xjgG+f3ScA6HLf2/AKIcC6PdD5Od65Paux+N3BbBwIpzvf6a6BFMLzPwN+AncA24CMgIhDfa2A2juMYFThG7vc05P0F7nZufzpw15n0Sc/cVUqpIHMhl3qUUko1gAa/UkoFGQ1+pZQKMhr8SikVZDT4lVIqyGjwK6VUkNHgV0qpIKPBr5RSQeb/AYTM/+MmFCccAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for epoch in range(0,Config.train_number_epochs):\n",
    "    for i, data in enumerate(train_dataloader,0):\n",
    "        img0, img1 , label = data\n",
    "        img0, img1 , label = img0.cuda(), img1.cuda() , label.cuda()\n",
    "        optimizer.zero_grad()\n",
    "        output1,output2 = net(img0,img1)\n",
    "        loss_contrastive = criterion(output1,output2,label)\n",
    "        loss_contrastive.backward()\n",
    "        optimizer.step()\n",
    "        if i %10 == 0 :\n",
    "            print(\"Epoch number {}\\n Current loss {}\\n\".format(epoch,loss_contrastive.item()))\n",
    "            iteration_number +=10\n",
    "            counter.append(iteration_number)\n",
    "            loss_history.append(loss_contrastive.item())\n",
    "show_plot(counter,loss_history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Some simple testing\n",
    "The last 3 subjects were held out from the training, and will be used to test. The Distance between each image pair denotes the degree of similarity the model found between the two images. Less means it found more similar, while higher values indicate it found them to be dissimilar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "run_control": {
     "marked": true
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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P44XAiYtnAtEz082aVprNpnL3WbNmDd97psfE4bXCMmjS6XTA5IF4Gj6X7a11zG47V4kRfSz/nwrQ8tramvzTP/2TvP71r5fvfOc78opXvEJe+cpXyokTJ6TT6cj+/ftlaWlJ3vGOd0in05GXvvSlMj4+LolEQq93u1258cYbZXx8XCfL0aNHpVgsyoUXXhiYgEQGC/3u3bulUCjoYn7gwAGpVqvy9NNPy/79+/V3IoPNAtrG+vq6fPOb35TFxUW59NJLJZ1OB5sKBDb+/fv3S6VSkXq9LvV6Xf7zP/9Tqa0veMEL5IknnpDjx4/LO9/5Tp3UN9xwg7z2ta91++2KK64QkYGtH07U3/u935NkMin/9m//JldccYV8+ctflqNHj8ott9win/nMZ+Tv/u7v5GMf+5hks1m58cYb5ZFHHpG3ve1t8tnPflb+/u//Xr976Uvjc0S2uowcooc9mCM0PW4qxOPW2yhX7Lhsa8ZvwdmFMxS/s2XCsYP78R0i+9bX1yO2c6ZQAT3AeSUy2KFhawVSZg0EiFtkA4mzXZNz0eAaNINSqSSLi4taH4vO8/l8gLzwO9YwmAONfkEfoN7FYlHa7bb6Eaydl+2WyWRSF9H/+I//kK997Wuyd+9e+aM/+iN54xvfKMlkMlgoV1dX5amnnpKPfOQjIiJy+PBhee973yuVSkXm5+eD6+95z3tkfX1djh8/LgcPHgxs/QcOHJBTp07J4uKimm/4O0b3IoPNaHZ2Vqanp+U1r3mN/OAHP5CvfvWr6gBlLSCZTMpll12m7+no0aOybds2mZyclH6/LzfddJP8z//8j7zrXe+Sb3/725JIJOTw4cMiMjChXHfdddLv92V+fl7W1tbkZS97mXjy27/923L8+HH59Kc/LZOTk/Lud79bNwVsnvv375dqtSpHjx6Vb3zjG5LL5eTgwYPy+7//+3LppZfKvffeK0ePHpVvfvObksvl5PLLL5dbbrklMKPhndlcUEx2wFjlsYMxgHHC9+B760eq1+t6Db/LZrMBirdol/1EbINn7RZ8fSB71vrZF4CxzBRkaKrLy8s65zhXFvql0+mo9oyy2XfBc5fzbm0Wb8E2etbqn4ttXsv+aQaSnHUlKO3p9ddfLyLhQs+qol30YTYQkeAlsPnEBiCx8waLLi/uPAhwDawTllQqFahTtm6ZTCaSTGx9fV0HTrVaVZTHzmduG+rA78ku9JyADG0sFArBhMDkQz04ARaXzaYdLh/3sqqO57RaLfnWt74lX//61/VenlB28bdqqTcGPdMdhDckvvaTClpCOZzUDP32XOWee+6RT3/603L77bfLF7/4Rdm3b9/QetvAOOugtfU901z2nuMRHHjO8UKNjevQoUPB+8VfjB2AGnDmRQbjBcFRc3NzWg9rUuTgQA6cYuDAZk6R0Jna6XQiRAow0PgaM2XA8uHnVKvVIEgL/cIBXPiMPioWi7r48+JugSbfw6Yq3sx4btqEbLfffjuXc1aDfeQQfSyxbFWp1Wryhje8Qaanp+UDH/iA7Nu372ddpVj+fyIjt9BzWLNISNHi3Y0pWBBG9uxcwXW7A/M9rVbL5cKyqQM7M56ZTCYVdXDYMnZjRM6KbGgotVpNd33wfkVEtm3bpuWgnqVSSUSiziZ8DxW62WwG6rRIiOiHJY/iNMh4NreNNST0lUUX1vkEYRS6Ge2O3wWXadE/I39GocOc9Wf67rmIRcaW3jfs+ePj40GkrXeP114vVbbX/jOV6VGR2UzAGiu+Z0c85hK/H6btWmICU45brZZqtxirmUwmIE2IDMYnJ/6y7UsmkzovUDbmE+73NGuPGo16NBoNfSbKtskUUR/P0cx95aUl52vWDGPpq1ZsTM75SuyMjSWWWGLZ4jJyiN4G6XS7XZeu6O1+2Dn5sJFms6m7tOfUZVs8dn125nK+CtQJyITt9ul0Wh0w7JBBkjGgjk6nE2gjNigD1/kabJsi4Q6P32Wz2QARiUgQ/p9KpRTRMxXV2iBZY2KkjufUajUXncN+66F71qgYkXtJm1izsGWxZsA0UBYv8ITvt7/j65624Mkwn8Fm95zpey94ZtizNqvPZpHkVnhc2z7o9XquNgEq4NTUlI4JOD7z+bz+FvMAEaoiA1SN69CCEUUrsuErKxaL2g528EJzYHIG1gXWZnl+YHx77el0OoEvAf2B+ZrL5SK0SPbj9fv9QFtBe21gFtM0PY3K85Xx/GBnrE1ffi4ycgs9hNUUdpR46pTNNc3CJgi+h0+Bwu8grDbzs61als/n9ZnMfMGL58UUv+Pw6mq1GsnvzuosnIE84Fm4XSgTmwLSKuCZvImhbnYzY0dst9uNOPkQTo77RQaD2/L8z0a8xY3NPZ6Ka53UVuyCNmxx9+pxtjLMzDKsDvY5w0wumz3Lc7YO28xsHw1b6IctKsPqhvfE2SNFNsYomz45pzszUvB5ampKRAbzx5pgeX5wVCgDENQPC/zY2JjWg1l2HoGBNy427ViCA9cJ88KagOz8QYoFe40F93NUrXXGou249lxMNlrecy4hllhiiSWWkZaRQ/SeGsN5rrGLW6QsEu6IHlWJObvWqWuTqFmUiYRfIhuIpVarRdAQf99qtdzdmlEK2gMVeGVlJYJYmaPPHGdG1/Y53W5XUcPU1JT2F57Dmg73OTu0LV+ZtQ2rmto6M+K0CNE6YD2kbqmsrMIyquM++knwjc9GNkPyw9CzRcueJnMuz/aueRqMzRWFv565znuGR5PlsoCkvXnIpo5kMhnMGzyHyQwiIbnCm6c2jzzKxnOazWbw2daN28gmHtuH7Gxlsw87be164EXK87nQ3lhnczTE9rM1Z5+PxIg+llhiiWWLy8ghegjvrLzbevZ4a/9EBkEIHD24xugQf9PpdIBk7FmvSA8sEtrG+dnWzsdOXUYzjL6hZUBraTab6riFbRBZH1F3e+qO5zhlahoHaXHdLKLnLJiMwLyAEPZ3nC2ahbADcJg93hP+3TBap/f8zb6z6PxsaJiblekFugxD/l6/nClQzLu2WZn8fhjRe5+5zM3swgjyQ/m2vZxDieepzWtTq9U07xM0TQ688nLMdDqdwC8mEg0wQnuhLfA9bP8HQvaokv1+X4PkmMjAiN2SIlKplM4PjE/O8cPrAcTrf77GPpFz9SexjNxCbwdzMpkMos0sU4QHOi9cvLizowa/83jaXAdrCqnX64EJQyRUy0SiiZe4HGauMGvAmiiYl4yy2dnZbrd18GzGHmm1WoFDx/KVmeOPa5yemTc2Zkvge6jf2IgxOM/EPuH+wf3eQPdSKfBi7Jn4fhIyrA1nuxGcbX2GteFM5W/2vZf4ju8ZVjfetEXCTdSWg03AJmBjAIL7K5VKEMth+5CJFAxEMAeY1YZ76vW6lsMR5tgwuO7MgrNJy5rNZpCmAGsMyrER+SjbbhhcZjabDeafyIC9g8+cUtrrX+8aO2Ofi2ly5Bb6WP5vSjqdlptuukn/79mLh9mS7eLFC70tA/fbRctDRmcSD9Fz/RiNMSPpbOzkZ6qP1z82c+PZymaLv2dXt58hZ2J3cEBdLP+3ZOTempd/BSYX3hG9yD5GvXyIiEXAPAm9ZGHehGi1Woo0oBJaFdc6Z/r9vpbvcd7tzi0y4OjbA5PX19eDHB2WssWHhACZMH+X0RbqXi6XVeuBpFKpIIEZhJ3ZqDMocqDVXXPNNZGUtni2dwA06jk2NhbJnzM3N6eRwshrsrKyEvQBH0AtMkhChTNiWQ1n9d6LWmRHG+qN33HunquvvlrvsXRUvsbPYGe5dTYivTO+h7DWaSmxIr5jEb9rNBoBpda2G2VzRDZTCzHPcJYr90s2m9V30u129bdemmKPjFAsFiPO0V6vFyTzQ1/AZJLP5yMm1rGxseDQb5GNWA6RgQkIpiVORma57Iy+u92ucurRb9VqVevL5lD0y/j4uF7neYp6Ym6xxsoWAN7crWmGNXir8Z+vjNxCD2HV3Qt84LBtL+kTBkOhUNAgCARONRoNfRGYGGxz4/K95zC/lhdtDBKur/eiWEXGYoEFjRc+tIEHUCqVipygwxsgo2dWM/FMnlhYbNEHhUIhCE/3WAWYEPjd7OysmsYajYb2DfPs0Ueww7bb7SCJFZJc8UaK8vHuer1esAnxJBYZbA54vwsLCyISbijMbuD3bG39w94ZB81sFsvB/Gj26VgwwvXhDcxL/cHahN0ccBSkyGC82EAmTqrFJkMGTHxWAv7aulkWCgc02mvMivGYUnwPngMw0Gq1dC6Uy2V95ygzl8tpe3k88XjAdQQ22rmN/mMzMJubRAabnR3LqVRKZmdnRWSwliCDK8YYJ/1DHXfu3ClLS0taNsYMx/F4rCceYzGPPpZYYoklljPKyCF65uCKDNAH734WabNdk9VwNt3YE2cKhUJEheKkZewQgqRSqSDqFM9hbcKyBRi1cRphfGZ2EMoeGxtTZArhpE3cN16CJe4LdmrZcPFer6cqJxA5n1CUTqcVabPj1fZ1rVYL0sGiX5GCIZ1O6zPRLzMzM/p5eno6gpyWlpYi6jcj6Ww2GzjiRMJkVnCo1Wo11UCSyaS2F/3JvoAzOVsZvduUthyWD0THDA02L3IiLo4aRVs9kxn/5aRzIqKHZ6P/PTOAZYvhcHt8b6Oz2QSE56ysrOj5BsViMWIGQ124D5hsgIPkWTyefL+/Edm6urqqY4dNUTaVAueGz+fz+j2nQwb65khcHpec7E9kYJrEM6enp0Uk5PAvLi5qmWz24bmAPmUNxKYsZkYQWwKsBmg/n6vEiD6WWGKJZYvLyCF6iOeU4ghQDy2xgxWfm81mJElYoVAIyud7cc1G3jIHFjbgTCYTIAEgRiCNXC4XnGolEiLper2uuz0cUIwahvHGvdPnLee93+8Hv7NRrtxetvnjer1e13bamAK+trS0pPdns9mIvTeXy0VyhrCNvVqtRvjXvV4vgly5DWyL5jTS+B622UQiEeRDsX3N9mCmC3rIiW3NNjkeJ6ZiezhT+mzuEy9pFucf4ihkHtc2CV6v1wvSZ7NfB/W2+VX6/b6OW7bHs8ZrNVH2HbG2iLHOvhjUm9Nrs0Ma7ySXy0X8XuzEZj8HtMp6va7thebGfVmtVrXf4ZzncQnhccn2ePjuOBEgpxqHDb9arUbSO7N2xP2P/piYmFDNA395/WAtgP1rHkHlXGXkFnqrOrODiicZ89Mto8GGa9sXIiLBEYAQDF5O6IV71tbWdFB7TINsNhvhI3M92MGKhb7X6wUMA9zDeebRVk99Z7YGT1x8x4ukXbx4A+U+x2ecHCWy4aBi8xSex6yaTCajk4Lra6mSvJiyI5nr621m/JlZTOg3PuwZZfPGgw0A7x6LvMjG++HEbSxnojDyoo/6sBnHxhDw5sCOVX6e5X5z8AxvPJbtIrIxdrLZbPCubNmFQiHC7uFjM/F3YmIi2DAs8wX143JsPIqNKRGRCLuHYz54rPNiis8w73FyQQ58RN0ZUPHc4aMy8T36ipMUMjDjzdCanVqtltaNTb/MbvMc0pj7cPS22205deqUPpPjac5XYtNNLLHEEssWl5FD9NaZZBMOWQcVIwVWcRg52V3WQwr8TJQrEp47yRQ71AcIgJ2BzEu20YKJRELrkclkdLf3nGfsrPOcWmyOsRGEHPnnBSVxylUvBaznWGIqGCMS1lZsPRidAxmtrKxomeVyORLZ7NEVhyV04ohfG2PB0ZhseuPc/YgHwO8WFhY2zfvtRWIPS9PspQdgBGsRO5tm+J1y2y0fnMc301ZZY8X9jDI5PsTy6Jn26KW67nQ6Ecoma08Qjq5m3jprqjZBH6cm4P5gLRn0SZQNpyieY98Fa9Y873nuo53QTr0oVhbWHPg927Fhz7ZAmbyGMDcfgv7N5/OqUcfO2FhiiSWWWIbKyCF6G4hh7cfW2efZPy1iZ6qlSJRGKBI6tbxIRHbgss2f6wOEwTRNG9iTSqXULs8n7EC4vpzC1UMNjBKt7yKbzQaI3trJvdB4Rp58dieE7dds72WHtqVfDqOHob4nT57UPkR72bmMsguFgus05vKs74IPu/AidMfHxxVFsSN3s3SwqVRKtTjWqKzGZAOrrJ+IxyjTRvmah0LteGLrJUHsAAAgAElEQVQfVrlcdhPvWadit9vVPmCtkx3o9p3YwCuUhb5ghMtzxnNKesF0TE1mH4uNXObgM7y7fr/vpiDnd+9p1uz4hjbDTn7bB6lUKqBC2u85at2jnyaTG6nBWZvDb5gqDHoyaz2gt56PjNxCb80JvCh7Zhp2ajG7wzpBRSTCgBEJT57hyWoXTh6orOIy68PWgx1HvMmwRx0vHAwClCXie+R5sPCCBmF2Am9idgHudruRwc98e3aiYtBVKpXgYHORcEHqdrsR0wJzzD1nIDv+0C+cXA19kEgkdHHiRZSdcJajzG3j59gj4Li+vBF7kk6n9X7uSy+9ggUYKB9/7T0WOPDmjufYRYx52LwwMlvGxgjY4+s8s56N/uV+KRaLEdZNMrmRYZXHE5tuUCeM0Xa77S7K/Nlu+Fx39FWpVFLHbL1ej4y3TCYTqRuPbzbV8RjEGMc44XHnRelz3b14CtSf7+l0OsEh5RDOZot7wOc/H4lNN7HEEkssW1xGDtF7pgzrsBSRIO+JzQvN9C0+b5Xv553ZPpfNOIwcQc8Dyuz1epHEYCLhGZNexkZGcDMzMyKykSSMnaT8bKst8PfMMecTpNjhw+qyyAClWCTNiITNI0xDAyWR72VTEifGwvc28m99fT04NcxDj/w92gPxkCvz8fFOy+XyUM0QdbSRvPl8PnDu2b5mLY7rwyYM/I6dip5z2VLt7GfLn2Z6MXOu2fxhyQx8D2swzBu3DkTuI47q5PFvHa/2JCVbDmtc7PC087DZbAYmImvCtee2QjAPK5VKhBrK2hFrE2xK8pLSeSY8fJ/P5yMJAJmwwQ5yjkmwaxmTFTgfFbebNfPzlZFb6DEY0bhisRhkmLTBNx5rhk08vIDzae2WCWKPw7OJxXixxYAvl8u6QHg8a144PZU8nU7rAo/7JycnI34KNvHYZFkQLKwYSMxy4M2QBx0WSZ4YHleXYwk4MRz6j/sY92NCra2tBYs+6op+XV1djcQA8KLAGQTZ7mwXwVqtpu8F17jssbGxIEBGZPBuYY7APePj40F6YgizjThhHv5arrrIBiBg04Etz97DqRRsUjlenNhGj2vcB3hPqVRKN3+OE+GFxPpiOK0IFrOpqSltD59l4AVRQTgrZKvV0jEDEwSDEfSH5fCjr700KDy+uW4W1PDcRb9Uq1WtD/erFzPCmwz3kQ2qZP/AMBYdB4uhvpycDXXjdQPv9OTJk3K+EptuYokllli2uIwcomeHm0gYwemppszd9q41Go2Iw4dRMXZRZh+wc40jV4FYkJd7ZmYmULu8SFPLoGG1k1Mk8DV2COGvV3d2pkKzYLMQf/ZMSNZsxawBVhOZ5eAlwPJCt7dv3y4iA3SCKD/cs7i4GByhaI85TKfTOg48LjmfdMXICMLIFe3woiMLhULENFSr1dw0xV7/sykE33tMqWaz6UZNe/x1CJunPI2LnZzssEbb4NznpHGe1smInpNz4V1Aa2HTF6c2YO3Sc1Jz/3AcC35n4y64j3q9XmQ8ch8w6wwaJMcAsLaOe/B3enpa7xkfH1ctj6O87RjkyGN2nPNaxWMPbWWmDR/Vid+xExb9z3Mfz/XMxGcrMaKPJZZYYtniMnKI3kas2gg0awPjU2wYZdgzLUVC/q49IKDX6+luLrKB5IFydu7cqagZaJUTIzEv2ktmxVRJzpdhnU3sxPNSMTMNlDnZnHYWf9m3Ye/hiDwIo1XrmBUZIB8btVur1QJ7vU3UNTs7q34IUOAKhYI8/vjjIjJA/F4cxGZ8/EajEUFTnKrWy6XCdEZ2WFv0x2cMs3BOHctlZ4cy9yUna+PcNCKhnZxpeqwFcLIylIm+Zu0HSG/nzp2K5NHnXkpuRt/s++Bxa230/E7YLwBh+jGPEaYmWqeipVLins1yNLFzmbV7duDy2LR9yRYDlHPq1KkgdbXIYKxajcpG6trDzplOir7gE+M4yt+L2Lang+HZ9hCe85GRW+gxCdm7zSqfF/hgM/YlEongVKnNPPvMbOGc8Zgw+/btExGRHTt2qFOE1SqPFeJ9zwwYNovwcXT43gut9iaCZ2JgsQwAbi/Xl5/NCeSsSYwHIDuLMECZYcDPQ7+xUxDvrNVqBQ4wlG03IRsPYdNNeAFGvIhxnb2kc2yO8ZyxvAnZfPT5fD4wn6BsXqRsygBW2TnVBcYgmxLZkW/NerOzs7J//34RGQAQABQGHdY8wm3wxigzi/gab752gfYCldAm1B1iTVRcN36PvOGw45UXSfQ1gxprRuN0ILwJob7j4+PKtOK5YBlm7HD25g+/bxvrYu9n4GX7gPuH000wED1XiU03scQSSyxbXEYO0Vs0y+dBcpIqzk1uzTC8s3IqWghHtUFlYwQ7Pj6u/Pa9e/eKyEAF42hOPI9RL6vDIv5uzSYTfiajE0bV+LuZOstaAqN9RgjWGeuF7VukZiMq+R42G7H5xNYD/SkSRgczwn300UdFZCMEnHnNeB7nk/c0FEa7jMAYZXoprm0qBY9uKCIByrfovdvt6jhi5M+mQnY+o93WqcuRovw9RyGzGU1kgOh3794tIuHJTxA2N0BsWhB7D5u+PBMDt9MzKXrjhRE0j2VvPPH91nTHDlybFhn3s0kNfcD0TK6DyEDrtydMsTno6aefFpEwZoHrzknjbHxBOp0O4kdsigTuF76H1zk7D89HYkQfSyyxxLLFZeQQPZATR62xPdhSnZia5Dlk+NQeXGNaHITRdalUkl27dolIGNzBdkDUkdE7px+24tkgOWKS0bfd4W0CMo/aZlGZRaq2D/gZjKqs/dPW3dr4WQtgFOtF8nISKPRVoVBQu/LRo0dFZOAcs0FhrKGw7R0am01shd+xfZsDaEQGAW8WmRaLRXUae8IBU17ULTt/8Ts+sIJpgjYvCqNi9newdoPnwO+xY8cO9Sd5dnDWIBnpegni+D3bgESmLfLY4nut5sC5ebxIa/bneNHr/NnLzTPMV2WRr5f7ykZKczS7SEhbRV8dP3480NysBs/aCNpdqVSCc5ptACUf1oO5Uy6XXXq5ndPnIiO30EM4gozVNus8Y9WHTR18zTJ1mPPOiY/4qLkdO3aIyIZDhznZeEm8kHipC860MPL3PDjPxHnnyWPLhHhqNreXhRdqdix5jluvPVb95ufw4Edfch7+crmsfY0Tdu666y555plnRMQ/Xq3T6WhZHBHMZjiRcDLzRsELteV+c8IuFl7IUQ+M0Xw+7zJOeGFjBg7EOq55IWBHMS/Q2BRhupmbm9O+9PLo8xj1Fg9vDHoLLJsUvbrzfTyGeAH3Er9Zh/8w8yHPV88E5DndWexmZ+ch+hPjqlgsqvmW14IHHnhARAZR19ZU2Ol0IiYgBpCNRiMSh8KgBUCEy2EAacs+F4lNN7HEEkssW1xGDtFbbjEjMVaXmPOL3dFDJL1eT3dEpifZPBbpdFrR0vT0tHLmGYXYRE+cP5z5/ps5TawT1ONfW4TsURbRHxCL8lnYJLCZumyRkEfztNoTm3tYGN2x4wnlov/n5uYUySM+IZlMyl133SUiIo899piIhFGJzKPnvrDmEXaEtdvtIHoWv8P7Y47yBRdcEGkP869tf7HmwFRJTqRlzR58kDSPdW6nReLMmcf4LJfLgTnTcxBaSiCPMdbIIPx/b1x5+WZ4fvAYs2No2GebmBB95JlnPLOkp0ltpi3zWGaTGO4tl8uBeUxkEBGPfr3nnnuUPMAmY0uZFZFA40I7PO2U24r6VKtVHcOYH+cjMaKPJZZYYtniMnKI3qLYVCoVRIxh1+NDAWxOCnYM8c7KpwjZHCqZTEYz283MzERst2xjZPsZIxb7zGH2Ty7TIh4vdStH3bJzGtLv9yO0LS6HaXub2WatjdgGzfD37DPw2suIz3Picf8zChYRufHGG7WeeM9PPPFEcA+0OFxbWVmJRPKyJsNOL0bf7IAXGaBvoGVP2FfD5dicRrlcTn0GnEKZbc42epvTY3MeHs7NA61zbm5O2wXhMeqlgYbw/4f5b6zD1DptrVbDmp3nUOVxwHZ5q4XZnFE2MM6LdOd04Pxbz0/kRV8zZZkDs/BbzqfE4/qOO+4QkfAcX5uHKplMBpYEPhAG39sU16x9FgoFnQNnCpDcTEZuobcONZENtXl2dlZf2Orqqv7eqn88EPmYME4sZqM98/m8Mmy2bdsWYafwyTa8oPAC6/GIPcfRsBS1EKsWs3CYtbfYQnjQsWrqbR482byoRK89bNLyTD9nmnge6weL1o4dO+Taa68VkY33XKvVZGlpSfvAY1p4EbyeiQLjqV6va6oALO7pdFqfw8KxE5a9tb6+rmo81P319XU1B7GZgJNd2cWn0+m4sQJYCEqlkpYPNZ6dw8yJZ5OiNamwqYnHCS/Alj3Fm6ZnMvSE28252q1plctkgMFzzosS9/jlHp+fP3ubEMfVcF/Z+ubzeY1CbrVaGk37gx/8QETCtMxsjkN7crlccOwg6sXpu22/TU1N6Wd8fz4Sm25iiSWWWLa4jByit+iv3W4HSabsQQWcH4R3Uc9cALWX6Ut8DibSD8/OzkZ44F6UK67jrzW5sAlpGAfWQ+IWkTAqY/HMSnwv6sEORH6O5+hipGHzzbDDmXPPbOZ89tpo/28RZTKZVMR65ZVXiojI/Py83HvvvSIyeH+eGcaiMo67SCaTEVNJLpdzU+cirTILnyJk+7JWq0XQJZvLCoVCEK0LsflQ+v2+jkemfoL6VygUVAOBA5vLYQTsybBoTGs+ZG3D/sZ+5jLts5nuydG4m9ErrUnFm3N2bjJVkk1im5EjhtE4rSmMnyeysV7s379fXvjCF4qIyMLCgogM4j+g5aEc64Dls5/xO6txFYtFjY3gXETPJdfNyC30tiMajYaq1Ww3g7BK7h2J12w2I7ngeUJhwZ+YmFDTTS6XizBfvORQvLiL+OHVXkoANo9sttDzNTYbecwkGxCSSm0cwciMCC7HtpHNH57PgU076EsOivE2M+vHwO94EtoJtb6+ru/ssssuE5HBQg9u/dLSUuR4Qt6IeVHltln7dSqVipz4k8vl1DzCwv3KJ5XhGmz8fLIT5+y3GwEzStgsxL4hlIWxWiqVdANk8xQf6G6P2eN2e8m3htnrrb/DmuU884m9x5o2rRmGAciZEvh5pk/PDyeyMTZ5Ad1s0ffmsE0hYr+fnJyUq666SkREnnrqKRER+e53v6u/45PRWOwmxOwrPo0LJsuZmRnd6L10LmcrsekmllhiiWWLy8gheuYZiwycEUA2fPYpq7vWTNPvb6RZ7Xa7kQN58/m8qkZAQ6VSKTj/1eN+2x3eRql63GLbLouaPIen59T1mDqeF95LDsX1HMaZxzWP47wZE2eYGcbTNtiJzHXzNBjcDy3ryiuvlCeeeEJERI4cORJJgcEMGnZ4cntsmgIRieQULxQKOjZYPBMdpFQqRdIQ8JmviUQiklSLmUPcVxA203AoPqI1bX/hrzdGvd+xI9Kidn5nXsTqmUx1EH4nXmSsZ+4cFtHNdfQi3T3mGN9rtcperxdEmg6LVREJxzq/qz179oiIyDXXXCMiA2YYULenHbVarcj74bWGzxjG2Oh0OrpGbcYGO5PEiD6WWGKJZYvLyCF6tjeKDHY5PsvVIn6RqB0xlUqp4yKXy0WQb7FYDCIHRQa7JSN/i2g8Ox9H5Hkpbz2x9LDNokpZPGcYxxxY2qO1mVqnl7XH4xq3zSJx/q3Hr+by7UEhLIzAut1uJGaB64F67927V51fTz31lJYPxynndEFSMuvsYwcY6uU5Vj0bPfc1NAPYzvv9vtpUWaPifrP0ViYMeAmueIyizHK5rKjOIx4wVc9DwJ5N27O3e5RZO1Y9+7UVHoNeX3iInTVW1IW/t7Rh/Ia1zs20VnzH8ShMMuDx6yUT47phvQDl8oorrpAjR46IyAaVe3l5WX/HfpvNtCd2xIts0Co9be5sZeQWemYtiIicPn1ar5VKpcgBz17yrX6/r507Pj4e8ajn83ktH+yF2dnZIKOfx3Lx1GK8hFQqFQRSQWw5dtGzWQKHJRPzVHDPSepNEp48XqwBn3rEYfveJLZHBfLE40nGJhzrDOe+4gmHDZ0zB6K88fFxufTSS0VkkKIAHHWYbmq1WuQ5nHhqbGxMy/dAAKfRWFxcjLSbOcy8iaEO6F+YcLLZrJqFeJFkhzHGGzYWe6wfmxpFwhB8b3HnRZ/HhjUb8YbC748XSGu6ZEfvMJMjhMenF6NxpjgSL00Ht9dmIeVn87vx0pfw72Bm4SNBbRwCl9/tdoP0J6gbNt/Dhw/r2QoYvzyWZmdnlUEIYLC+vh45fYxTdVQqFf1/fMJULLHEEkssQ2XkED12LSCOVqulO+b4+HgkKlEkirSbzaZy4ovFYpAoSiR0VMLZZ9V1z3SDumFX9tRerg9HLTIVj6Mk0TYgQVYZYRpgJzQ7tbwoVkY5fDIXhJ2PrMaKhAdjNxqN4OQj9IENRef2eNG2IhsqLjtDgYy2bdsWyd/PdeM+hep6+eWXy9133y0iGxGiTzzxRBBBjecBUbEZB1rA+vq61g3vtt/vu+cJoF+4HNbObFwGv3s28UHq9brWHe++1+sFiBT9hTEyNTUVcVoy+u71evouUV82dzKq9ZzL6BfWAPG8UqmkpAi+32rYuJ9/g3p6Ed38Pe7lMYp6AH13Op3IWa6cwpo1B9ZarDmH68OpqfG7UqmkawNrrzwP8RmIe9++fZoADf1fLBaDOYl3iffEJ0jxe+LIZC9Z3LlKjOhjiSWWWLa4jByit47TTCYT2L5t0rP19fUITY3twtPT03Ly5MnIM4CisGuLbNhheYcHajh16pTmtuDoNz4DlE8UEglPcMffsbGxoO5AHYwegACADiYnJwNHItrmOWPZXssHItggHz7/klEgn9sK5MQ5OJi6yO8Bz7QRq2NjY4qa8R6TyY3TupaXlxXZog+86ESmyR48eFDzi3AwHfoAbS0Wi4G2YoO9OJKUkbSX64aDWay2kUwmA/SIenPkqw2g4eRd0AIqlUrggAWChnaaSqX0/TCSxjNXV1c1ShMaSiqVCoKrRAZjkZMCch+hPfxbkQFqZV8CfoN5NDk5GUkhzrZvTgbHWrKlSrZaLa17t9vVtsHB3mw2tZ7o05WVlQD1emPTOuKz2ayWXSgUtJ7oq5WVFX0mNMSpqSn3XGq855mZGfUj/fjHP9bn4Z3VajW9n5PoWdu8pQXbOXc+MnILPV6ex4zwEp21Wq2II5LzQq+vr+vAwaKQyWRk586dIhImoWKTCBY5HAy8sLCgA5mzzWGSJBKJCJOnWq0GDBD8DnXjCYPfcdIsDJCZmZlAfbeHU6fT6aGReHi2PRWJ81xjYVxdXdXveZNitdhuXP1+PzhC0TqzcrlcMLnQvxjUpVJJHVPYkHfv3q1HOTIvHf07Nzen7483VyyY2JDz+XywuTCHHYJ+Y8aV14d8MDzu4Qlq4zuYO1+v17V8PLvZbOoYw6Q/ffq0cuez2awuMMyftn3Z7XaVefTkk09GWCqFQkH7yEtoV61WdWPjqHQ7NjKZjD5nbGxM64F7Z2ZmdKNGe3jDZgDD/W/NOe12W4FFs9mMmKIqlUpwEhPXUSSMQmYmmiVKMNjg0+E4UyXGKMx/i4uLOu4uuOACvZ8dxQcOHBARkfvuu0+fh/q0221di9ipaxlmbLppt9s6djCuz0di000sscQSyxaXkUP0ngmCd2ggTqAhPnUHlDtWTRcWFhSJMCqGY4+dUtjNu92u5q/Abr5jxw7d4ZnGx6gFdcauXSwWFd3wAcFsMrH89lwuF3Emce6LVCoVydPD6ruXW8SjV7bb7QhNEPXD7zykgc/Iv5FIJBSdjI+P67vg3C82VztHeHJkM3LZPPXUU9ofiD5kzW5yclJ+7ud+TkREvvKVr2hfoI9Rh9XVVe2DbDYbnPWLujN1TmSg4T377LORfgFq9PIt8f95DOCeiYkJbTsQcKPRULMHri0sLGjdZ2dn1WTDsSU8XkUGJsUTJ06IyGBc472wKQnPZrMa2l2r1RQpYk61Wi1F0Ky9oP850RZrOiiH88EwJdPSKzOZjN7PDkvOyWPPWfBiOlhb40R1mB+cxx9rAJtrOG0z+o/nNZ65sLAg8/Pzeh2mVe6L3bt3B8959NFHXZoz+pfNzKgvnw2cSCQC7et8JUb0scQSSyxbXEYO0WN34yAIoIp2u627K+/WHu0Ru+Da2prav/lgC+yYjJCAHpaWluT06dPBPdu2bYtEpnU6HUX8lUpFERE7Mfn0GZHQPprP5xUloT4TExORyEG25TOyZce1dyIWUyA5WExkgDigAbEDj/0hNtCm0WjoNQ70YjsrUDWfroS6wf5cLBbVnjs+Ph6p22OPPab9jzbs2LFD+6BQKMjBgwdFROTzn/+8thdIjmml+FypVCION/YfYDz1er3I2bIioZ/CUkjb7bY+B+8+k8mo/6dYLCra5QAadvCi3jze+DAUkTC4CWP+9OnTAQ0Tjm22H1u/iY2WRb/ieezwRN3YacgBV+zkZLsz+seLguU8VZgX/E7QbzMzM6rtQNtbXV2N2Oh5TpVKJZ2n0CpzuVyQLwh9ye/BBlUC2bOk02mdKydPntQygOyZKHHRRReJiMhtt92mp4FxBC+/H37/IoO5zFl1cR3a3vnIyC30nMNaJEzLy6l32XnGpxCJDAYsFpWFhQUd1HBuzczMRAZgMpnUxandbuvLw6DL5XI60DEJFhcXVc1fWFiIbDjr6+uR9LXr6+s6WJiDjhdfrVZVZceg4cnKR8Mxp50ds3gOL/rsZEI/WzPY0tJSoLLjM77n1BK8iWDS7969WycZBu+zzz4bYU5MTExomYcOHdI+xiTctWuX/padcXhOp9PR/rzkkktEROThhx/Wd8aRvtwvlo/MSaaYmeJFa3qOSjZFeCmsIZVKRRd4Nj1gjHL/YqGenZ3VMcEccNyPsVoul/Uw83w+H4kp4YXciyBlhyenGrGc7X6/H8RV2FgCb1G3Sf8so47jC1A3bkMqldK5go1/aWkpQhIQCY/h44SGaJfd7NhElEwmI3EQfM4FHwyPRbvZbGofY55wfMjznvc8ERnMa8yZiYkJ7S+8P+b4c/yNd0wl5sT5SGy6iSWWWGLZ4jJyiN5GsDHfmJErI0/eHfE7OLpOnz6tn+EoGR8f112SUSJHAQJlMkKC5vDYY4+JyADZw/xRqVRUzeRoTBycAdpVqVRSh06lUtFnoj3Ly8t6Deghm80GsQJADdBqvIhU5tEzp5sjDeGkBq2xUqnoc5hfjecw7xlt5Wfv27dPT4RCHefn5xWxApGsra1p3VZWVvQAB44lwDtDHXq9nr5njq244YYbRGTglLUU00wmE4kVQJ3xO8t/FxHXdMNUPZugjB2VzJ1He+v1utaNTXjoI4yhcrmsY7RUKkUioEU2NCW8E0aJjUYjQOUi0UNecA3lVKvV4J2j7jYqmk9HYhME0185ElhkMAbYqWgdyayhMIrH/ZVKRUkRoDnX6/VIXhqOCF5ZWYlEoxcKBTdymWMo+KBx3GOdx6wZTExMRAgOzWZTnwNN84orrpCHHnpIv2f6Lf56GiSPUZv87nxk5BZ6dBSzVJhRYvnKzWYzktyIB0uz2VRONp/OY4Nn2PvN5ghmqWCBx0I+PT0tTz75pIgMbIdQ0aBuTkxMqFoN9sj09LTa/5599tmIvXFtbU0XRizE4+Pjaqrodrv6HJTj8b7Z5MU2WU4aZwOiuCwOTsOC9PTTT0dYUdlsVvbu3Ssioa0TgSMzMzPaRpi57r33XuUj33///drXhw8fFpHBgseLtUj0oGnU6fLLLxcRkQsvvDBIFGX7xQZ22et89Bsv+hC2n6K+vLDZwCtOPcCxHvi+VCpp/8MsMTc3F5jt7AJtzxgQCZNrcbwEb5AQZmFhDJ06dUo3JPy2UCjoGMc9xWIxCF7jtqFfML8wj6rVqgImHk8c0GSPd0T9RAZzAXOJYyA2C4gS2RjPPP5toBKz9ebm5iJACO8Ez4SgTPZJQNjejue84AUvUGDH7fWy4jKAYPMj5s9zCZiKTTexxBJLLFtcRg7Re84KRvRW9WFnE4fdAw0vLS0p55oj9qzqac0f1qlVqVTk8ccf1/tFBg6zY8eO6bUXv/jFIhLGAiBXNbSKfr8vF198sYiE7AaolE8//bTWCeacer2ujIhsNhvwjEVC5xijWVaLrYrMKQMgMzMzQaQpng+k9thjjykK4qhPIJu9e/dqPfH+ksmkmqDQF/l8Xm677TYRGZh7oJ5D+2HOO6ftZW0O4wAOTc4FzmjWQ06sKlvTTq1WcxE9Iz6LlrlsCD+DESE7MdmUJTLQaDBGvVTBtlx8x+8R/c5pK+y9J0+eDKIsoalCI3rZy14md955p4gM+lUkHE/sfOZrNokeO1utYxx1t5GxfJYutxtEik6no6YuaCWsyXAKciBhjqdg5hyeeeDAAe13aIjbtm1TVM9aADuuMe75/VrH9jXXXCNf+9rX9HtOjwKxJq98Ph+Jvrb9ca4SI/pYYoklli0uI4foLXebKVS8o1kULxI6Z4Dok8mkclrZyWYdQzbNsLWF1mq1yKEh+XxeUeo999yjyAzXdu7cqU5YznHCkaJMORQZ2KeB8jk3D7cN6N/6K/g5jPQ6nY5bd9ARYQdlGyL3Afp4ZmZG6waEtbq6GkQlWh8LJwEDmjp8+LCi74mJCW0bbPgTExPqmGW0yhqXHSc33nij5heB1lGv14NEXRaJF4tFvf9MeURYM2BOPb6zfiJ72AhHPqPeeCYQ48UXX6yf2XnJNml76IyNyuX4BbQL9WSNiXPY4Jk//OEP9Xeci0hkwAtnWzPaA41qYmJC+53z7HCiOfQRfpfJZCIHDXG7p6am1KmJ6F/2SbDjGeXwGGQyAsgD6PNCoaCoef/+/VoW0PfFF1+s8wPjbmJiIvC1oOxYCW8AACAASURBVF+HzTmRgbYAH9aJEyciGpmXvKxerwfznQkj5ysjt9BzMjKRMEBFJHpUHZtc8LI5M+O+ffvUVMIh8JbTywOMJyk/Bwsv6nb69GkdiDMzM8HJRSID9Q+DCeaJVqsVnIqEsqA+8yk2nB+c0wzYhZ4587yJcAoFy0hJp9PqIMaEePDBB/WeQqGgZaJdk5OTOrHZVASGTK1W0xN2eKNEOdh8t2/fLr/4i7+o15g1gnuwaXJIOptHUCbuueqqq2Tfvn0iIvLII4/o75gVAmFWh01EN4zZ4Dlz2UFoF2XrGOV0Fegf1B2c64suuig4sNpy8j2GBjNGms2mAgdOtYDxggX2kksu0XbfeeedWieYF7vdrrJ/OPkfOzntRlMqlQJgIhIeAyoSNTtls9mA/46+YqcwQBOuzc/PB2kMRAbvkXn4FtSk02ndsJhFBLAyNzen5kWUubKyEjl7gYP7uN/5nfEJYqjP1VdfLSKDTYY3WJHB3PSCKtkRj/LjE6ZiiSWWWGIZKiOH6C0NkHNaW2eISOi0YpUN117ykpcEFC/8tVF8vENzil7s6uPj45HEYZlMRn+3fft2RQ3M6YW6i9/VarVApbSHoTOtjrnXQLZTU1NuAjNOAWzLZlTNjh98Dypkv9+XH/3oR1qmVYE9RJnP5wN0AtTHibT4XaIvoRlw8jS8J0Y5HJXInHd8j3c6PT2tjkOo50tLS0GouXXkc90gfLYsC6c7sEnn+JQmNucwOYBNNmgjqJQcY8HOWi99gNVQmPPe7/eDSG5cs6kJ+Jn5fF7HKDTfXC4XSUWysrISSWTG/ZLP5/WdstbCh2Ez8oVYqirHaqRSKW0P4jPy+bwcP348qNvU1FSQVgF1YnMoJwwTGbwHjhbHdcR0sKmP5yg7n60JL51OR06L6nQ6qvVfcMEF2h/QvDg2iNc+vt/On/ORGNHHEksssWxxGTlEb/N7sC2dA6YYpVg7XzqdVhvjBRdcEGgEKNMiuUQiEdgdbfIhrgt28Gw2G0SpWkpgLpfTHZxtbhykwwEn+It2YAffvn27OjLtYSe4h9GlSNSOahE9f8a9Bw8eVM3hvvvuC3KwoN0ox4tWZtTMaBT3A503Go0gstNSPz06ISM99rHwvaDG3X///focaBhstx2GnPBs+BxYuP/Qb+grdrbyX7SH/QushcHhjOdZW783Rq0PodfrBQnZOKcS7vHGP4TnBx/kYR3XHF3NB3XgPU5NTakWwH3KaaI9LdrmoOH3jPrzcw4fPqy29QcffFBEBu8ZY8vzxXBfcmQr+2XYNyUSEje4vnzIifXV8DxjH9KFF16oZVutnxMF8uEoeE46nVbaq0f7PVsZuYUeDgdWHdlcYJ1A3qKQzWZVjeQFmMVyUm3knk3FkE6ngyRjIuEEZh4xl2mj5zh/u0gYqi4yeNmoO+dv54lgHa+eKt3v94NYAVaH8b1dYNlBy1G/iB9g5zFvLOzQtAtwp9MJeNUoh0/Jso5x5syjHM6vz5sH96PN386RuqzS84JjN6ZqtaqLBgubldiMgzbYlBqcZbTdbkcADJtzbJ58/M5LRgbBc3g8lEqlSNg+m5CYEcKbJtrGi7s99o+TgPGxgnz8nY1T4LFu3xfXB/fjXi7HGwcAcdgo5+fn1fnM746jlC2IsOc1WFMhJxPj9YfNUh5zzz6n1WppX3EOfPQbm1UBHAqFgpp2uO7x4eCxxBJLLLEMlZFD9BA2edgoVhY2UUCSyY0zSb3UrYyQPLSUTqeDnNr4nd1ZuT6MeFjF9fLw8DWbVGuYBgJhpGfPweT6stOQ2zgsjTEE90xMTKjDDqry0tJSJC8Kq9+s0nN59lqr1dLoRo4R4IRgbPbgets+4PZCE2LHG8dj2LMMstmsUhwh7GRjAXpcXl6OHEKey+WUc42y19bWgnTVnI9GJEyAxU42L5KVx7dFdXzYvHcqkndSGGusfJg2O+rt2OBzYjmy3KsvhB2wrDF70Z5s2vTay+fd4jmgje7du1dNm2tra/pebMQp15E1HTZvsfPYzmcukxH/ZhGr3W5X6zk1NRVZyzgBI9owPT2tdM/77rsvQlA5H4kRfSyxxBLLFpeRQ/TWJpdIJIIINaAkRtU2Xwlnokyn08EujHstRY6jG/m654zyUAzfzyjEOnU5NW4ymYw4cBOJRMRuzzlDGM16mg5rC1ymRSd8EAejOw+lcCCMTR/MNuth2pF1ArKmw5Q1DkaxUbns9PUCpzj3CND3qVOnAucnHGGwmU5PT+v9Dz/8sIgMnGOe5sh2VPiRUN8rrrhCqZ2Qp556SgPE1tfX1YbMJ1BthopZU7WInK9xX7J456nyGOJ37+XUsZoUI3L273DZ1q7PZfL7gz3ctgnleWOQgwOtc5kd0iIb9m87H1n4MB+uA9q9Wb4jfLb15DlnNRHUy/YRp0TntQDonvPeQGM9Hxm5hd5yV/fv368mhG63q2HymGztdjvI/y4SOnDZCceD0ouM5ZdrJ6HHvefvUYa9xw4cVhlZDfUSbvERilymt0BY9XFYEi8e3JZZwRsKO464X+yi4CWI4zKZKcLOcu90LC+WwJuMwxZ6Ni2IDMYL3nmhUFBnF/7OzMyoWg2T1JEjRzRk3fYn6oEJDgBy6aWXat1hCtq5c6c6h1dWVnTxwbjNZrP6Ge/Bnshkk86xWcM7uYnfs40O5TZYE4vtf3Yqeg5JnlMclWvTQ9uUwtZMOcykAmEQ520onKbbm+8Mauy4tQ5aJkOgHBvjYuNV7LjnNQR/+TmdTkfnNP7u27dP78dxiUtLS8FRhvjeHmV6LhKbbmKJJZZYtriMHKLHro+8G9dee63uou12O4KMOK0sknOl02nlTzNq8HLDbIaK+ZqXDtmmiLVImxEYoxgPtTEnl5G8bQOjLQ/ZssPYoyayU8uqp8yDZ7OSF7XI/cfo3aqzHk2QUb6lTeJ720YvpxH3DR/+AVTdbDa1D/ft2xdB7/Pz81oPoKVEIqGmH0/4/SF989jYmI49vLvdu3erE3tyclKfAyf0M888o2MY97BGxX3M//fMOB4S97RORvmbmSZ47PAz+J3Yw8P52bY8Ww/P3MnmGI8izGWgv4C+6/V6MN+t5sLmIKYss7PbM4dakyP/ziN0cN15vrPTnjVmkcG4QyQ3zHr5fF7b02w23Xd6rjJyCz06F1zZTCajCb9ENtRl9rKjczEAKpVKMNlt+Dnze9mW6U0Oz/7GL9Gzb0J4wbKT1vutSHhKDfeJt7jzpLeqNPP6p6engwUeZdq89ihLJGTTwDRWr9cj6qxN3sW+EfyO+xht5MFrTQ/2XVhhsxOEUwHwAeio7/T0tC76aE+r1dLFn9V878QuDxiwCQE2eG4rH/vHWR5FRB599FFtIx85yMc2sk9DZPgGyBu63QgY1AwDCHYh4UWexzq+b7fbkURcwxK7cWZTy1prt9v6Gb4ftsEXCgXdDNkcYwOVqtWqJg1kxhyEzUYQTn8xLAbAtmfYGsHgx86pXq+naxHPH4yH2dnZSPI0/tzr9bQ9fOrVuUpsuoklllhi2eIycojeHn5cLBYVqbMTDzvj3NycojvseCdPntRri4uLkbS+iUTC3UU9zvxmJgjmKPN1Ls8ieVYtGe3yrg9h9MxIwbJystmsai1Aq2yGGRsb034Fokyn05HEbXyyEzOGgFafffZZ7UuOiORoWZu6lcPLuX+5bhBPLWa0tJlZot/vR05VymQyqvnNzs6q2cRzlPHZvcwKscKIH5HDL33pS/U5uJcjX3O5nH7Pzjy8E5h9du/erf3BJzpxygtvXHqmQoh3jVE+/s9/Oec+C+rTbDb1fo5gt7x1NgElEglFsXhPjUYjiMfAvaxlWRPR+Ph4JKK40Wjo4eF8cDw7f22ah3w+H8TKWPabZybz+hG/Rdl2vrMZmTU2sAe73W4QJY57YD7M5XLaH0g+dz4SI/pYYoklli0uI4fowXUGypmcnHR550AAzI9m+zMQ2vz8vEaZsQ3SprkVCW2Y1mbHFCyI5+Rk8SIi7bm3NsqSDx7hlKpsB/eiLOG74HTI+B5JkUQ2NAdOscwoB0iCoyyBllZXV7UefHITO9LQ70B6fFAKhFEmJ74CsrFObrSV+9iiqfX1dUVOsHnz4SnpdFopa+jfZrOpCAvlFYtFRVssjNqAzmEXPnXqlJ7ehD5tt9s67rZt2yYnT54UEVHq5srKivLskUvokksuCRKDccpiET8ZH9vOWVP1HNuen8iLBGYbvOd0b7Varh3cUgdZ411ZWdGyMNbX1ta03/mEL8znSqWiNnqMt3w+r7RV9O/S0lJAVfVoqRijKIfptqVSKdAYUHcIn4jF7eU+xDWrcaXTaR0nCwsL2tdw5LOjGO1qtVqR3Elc5vnIyC30aAyODhPZCIBpt9vacFwrlUp6DVniVlZWdKMolUpy8OBBEdmY4PzirXMR31uGDQuryl6wkBd2zwukF8jhhWvj+3q9rotXs9nUOrGKiudzvms+uckGiDWbTTXz4G8ikVC2044dO/QefJ/JZCKHFnNfMVOBNy5ebEUG7xETygtSY+cY856x+PDmwmYjTr5m67O6uhpsPqgjnIBgPDALgsUzt/ERfDCJYROoVCr6POZf4+/c3JyakmAaW1hYUKbO2NhYkJQL/ecxu9hR6ZkPbfI6vp+BByeds4wvngd8ght+t7a2pjEu6MtsNhvMU5hW8X74ZCh27qKPWq2WnlgGM9n4+Ljmd0cdTp8+HTiAMUa5j6zppt1uBw59Bh4ig7nlnfzkxbBgrNdqNR0THHCGdjebTd1oUGY+n1eQgPl85MgRne8cp7IZG+xMEptuYokllli2uIwcordq8f3336/q7vz8vO6y1nnC91522WXy0EMPicjg/NAXvehFwfce0vbC3kX8XNOsCntOLTazMIIQGez6HJFqT43hMzNR9okTJ9R8IhJSs0QGKQqADmG+WFtb0z7iVMGoR7Va1T5i+irMPJwKgKMFUSdGfOxEwnM87j1MOBZZeukorJmBc4H3+/0gchCCyELUrdFoqIZSLpcVOUHuv/9+7SPOCW4TnYmElEF8hkr/6KOPatmHDx8WkYFqzpG66EM+AQr3sMnJntCF9uKvpara8eddt+Uw9ZaRLf7W6/UIxTeTyQRzDu+XHcpPPPGEiGy8X6a0tlotvY7+rVQqkTnFiebW1tb0nQLhrq+vq2kNSDmZ3Egwxg5g1hbtNUshtQ5eTqnBfcqxHKxt4q9Ne72+vq5173Q6Om7RL+ygxVg9evSoHDt2TMu0aVTOR2JEH0ssscSyxWXkEL1Ff9/61rfkN37jN0Rk4Ji19Eo+qxI7/cmTJ9X2WqlU1F4PNOXZKplq5+W8YaeWvRefLTLiIB6gFKaUiWwgC6aUASGwTRq2v3K5rEieUYO1SzYaDbU1FwoFLR+IsVaraR8CWfIhFFwP3Mu0OkZI7IzygkhsbhMOnuHAFAh/b30nEKuJceIwDn5CezmNMfrt5MmTqgnxaVve2ZxefVgTeeSRR0RkQ8u68sorA+eydfbt2rVLESMcc8eOHVONanx8PBIJzIjei2wVEdceD+Gxzk5je+gGzwUmI3AAl7XRT05OykUXXRT0y+TkZBBk5VFq8c6Ytsu2c/jdgHaLxaI6LaH1FAqF4Hxl20dMNbZOfIj1RfABJozoOfeS9d/xQTecTA9Od/QJruO5GCdA9qlUSi0aMzMzEcf3+cjILvR4iadOnZIf//jHIjJIcIZMivg+l8vpZMZ327dvD14I1D8wU4rFonaqXZhEznxg77DoOGumabVaOsF58DI/12YJ9Bw+27dv1wWYHZVeYitMolwup86xRCKhfcP8Z5jE2FmK5xSLxUDltP2Ca+xsZVXZJt/i59jFnY9VEwnZC7xo8/02lqDX6+kiiWvT09Naj1qtpu8Ck61cLutxdJiMExMTm2av9BzwhUJBFyyYwQ4cOKDvolar6aaL+pRKJW03kvatrq4qWKlWq5HobWZxeXEgbCbb7EQn5sl3Op2I05dTWfDY2Oyw8mKxqPXlsc7jn53TIoPNDP3O7eGNAPOUo2UxRjm1AzvyvWMQmfWGax6w4zgG7iORAUjidcWm++AoZSZH4Nl8ApuXiM7j6+dyucjZGOcjsekmllhiiWWLy8gheouai8Wi3HvvvSIyQGgwM2Cn73a7AZ1OZICAcf9ll10md955p4hsOBqTyaQb4cnqqlVdGWV69WU0xbmorapo0/Iy5RN/LRrj82qZ3sfqqkV/hUIhQFjW1MHOJPzlw84Z1W2WnpkjOJnr7pkb+MBjNntYUxWbgNihyc+046TT6eg4YGcpIyc8BzS1mZkZ5bejbpw3iMUz90G4Pijv2WefVZ53s9lUpM7aBsw8kOc973mqva6trSl5gMeTx6P3zGSepsrj09MSWDvwknwNy5UDsRot90ulUlEkDs2NHZ4os16vu7RjjIOJiYnIqW0cPcr5c7x8QBA7x7wzLSyFlyOmOVcUI3ubh2dlZUXL2bVrl9YTFNSpqSk156Ffut2utndsbCwSA3A+EiP6WGKJJZYtLiOH6G2Gu1KppI6Jxx9/XPbv3x/8vlqtBkhdJHTQlstl2bNnj4hsRN8Vi8UI+mY04yFT/s3ZoCSREGFxylP+bJGTSJjbBP8HIkwkEkGOD5EBGgWSAMqv1WqKNDKZjCIIfM/nqaKt5XJZ0QVTMoE8m81m5CAIDgbiQBpGJBzZKRI6cD0qJUf/sq2f7ZvWVl2r1SI5Q6x/wOaw4Zw7GC/FYjFCLeS6e0E2nHERY+yxxx6TQ4cOaV9AA4VNeseOHVo/0BJ37drlUky5z62DlumEfGav179ss2Z0bimb7CfCe7RR3pYC3Ov1ImMsm80G9n84vvE7plyy/Z4DwPAcm/OGn10sFrW+9Xo9Mp4Y5TOyx7hlzQPf8+E3/DyPEADJZDKRALCFhQWdUxdffLE6lTnKGG0HhfrUqVNBxlIv6v5cZeQWeu8AYUySxcVFnSiYmI1GI3K84M6dO5Wl0mw25QUveIGIDBg8+J3l0/JCws4+5vfaCSGyee55/sxlczQuBi4nE7OOo3a7HYSV4x7msiN6Fb9jxxE70tCXImEucfQlm4NQJ7BCuK/ZGcppcm3dMplMJKUDbyL5fD7ioGJuvufo5cUA9V1dXdUJtXPnTm0rnKTZbFbZGjwJbbpjLwkY6mSFk6PZzfepp55SEsAFF1ygAAWgg81xqCOn+EilUi5wsIsLx3fYBGe2nrwJ8FGQ1rHNkct8PgHaxqmCuf9tJCkvuplMJhLr0Wg0ImQENkPy/MDzGo1GhKteLBaD+cObE8qxcSTtdlvrOTc3F7knn88HB5ujf3iO2zHB5l/8XVpaUubQRRddpKQImBk5uSCigOfn54O0LmxOOl+JTTexxBJLLFtcRg7RW7NFu93WHf6ZZ57RfCZQgQqFgiJO0AGZC/3444/rISacXMsiRT5oQyTKq+XdHMKOU+bRA+WwKYN52oyS0E6os1w3mKQqlUrgGAUa4DoyNRHlARXkcjnXoeodbsynW1nTjciGussaCtfNRppWq1Xtd5TDiZw4NTKr0pYLzWYLD10vLi6qkxW5UECnFRmMDdQD2s/8/HxE0+GoaRbmRVuTF/Or0ZYTJ07I7bffLiIiv/qrvxqYM/A8IHp+T6BnLi8vBxHJEO8cUx5bdlyzeRDSarW0D6rVanBSk0jIefc02mq1GjHh1ev1SNR6v7+ROrpUKgWpoFEP9AdrMszRR5n4HUefQrucmZnRNrZarcgJbclkUjUU1rzgOF9bW1NNiymbEH4PPPas1slaAqTb7QZ5rOzYnZyc1LxeDzzwgJaHZ3q5oM5HRm6ht9kgOTx5aWlJOwXBGfv27VPVCBM7mUyqirRt2zadhMjn3Gg0VI1kVgerelZtZtMO26dZbcZGg7/cDmYisC3Unli/trYWYQTwZM5kMnoPJhEvjJwAiyePZeWwzZqPN/PMRfxO7MZlByKew5MDtkcsxDY5k5dAztqA+TOHhXPKBXv6GKczYLszAuiefvppXfw99pRXRx4HXC/LwGi323L8+HEREfnf//1fuf766/W6yGBcW1NHv98PQAsHT4kMFjuPKcUmMd4AULaNy1hdXdXxn0wmdbzygmQ3VfYDsZ2cg8Is64m59ZxCAaYqzmw67JhIa/rkjQvtrtfrQQoEG6TIAAbMH85Y+fjjj6spGEwp7zlsGrPZVHHNApTFxcUgIJGPFRQZbFZ33323iGwkciwUCsF4sxlJz0di000sscQSyxaXkUP0EC+KMp/P666HnXf79u2RA4ZLpZLufuPj44oqoCI/+eSTAeoQGSAj3D82NhY4d0TChFEQTn+6urqqjAtGo3xilEh4oky73Y7UnU1EHIrPSbeAMID02CEKE1AikQhONbIqfb/fjzig0ul0gNDwW6Ah5sxbp6tIyIvmOAX0AcwSMzMz7kHVjJT5zEz8ZaaJVZur1WrEwc6Ia3JyUh35zFWHdsRa2rAEd8OEo2U58hh9c8cdd6hp6MorrxSREIUymoXD+MSJE5G0Fqw5sAbHfWmjK1kjQv9UKhVF9IVCIeC1o2x2lqO+HMth03z3+/3AHIe/nMTL1l1kY4wzc8vTGNihjLZBa+c03Gzu4XMFbAKyQqEQODxhysK6MuzkObSRI8KZTWYjx7mebClAOQ888ID88Ic/FJGNeYbf4x77nPORGNHHEksssWxxGTlEbylEzCPN5XK6I99///0iMqBZXnvttSISolVGBdjNsVtzumPOi8Ho3Tq92HHKdcUuW61WAzSNcuxBA6lUKjjDlqNF8RyPjsi5bDifjcgACVgHoT0T0yZb4rZxe7yUw7C94lks7ETmKFfUkW2hKMeek2l57x4djh24jKbQ3qWlJbn88su1j0VCu3Kv15P77rtPRER+9KMfRfraUgyHCaN3CKMuRqvM7f7mN78pIhu04L1792q/8Hti5zBTAa2w7wdtzGazkb5knwLGYrVaDc5mxliH5sXR5l67eTyyz8c6/JnG3Gq1IonFEolEkJIYz+Z3Yceo55/p9XqK3ldXV9UHgDTGuVwu0KJFBu8B10qlUuRgEk6sx45tL78UhBE7+ndqakrLYc0D2v/dd9+tTmGmlXIciY0tOh8Z2YXeC7Pu9/uqAsOBdNddd+nCecUVV4hIGCzEThUks8rlcpFkY+xIabVakbBw7nx2FLMTFYMWz87n8/o9Jg7n2+aNgk9k8hJ2QfgYRDatWKcvl82h01x3a/5Ip9M64djRjOdUq1VV+fF3ZWVF38ns7Kw+E/WYmJgIDpDmv+gr+5xhGSIhvHFh45mamorku2cTxMMPPyzf//73RWRjkpXL5Uj5zO1mYdOOXQC4LyFs1uv3+/rMb3zjGyIi8vKXv1yd0jzmMdknJyf1XWARm5ycjMQcWKaYt+FY7n2xWAw2ZNQTz2s0Guqwxjzj2BQ+NpADe7zALB6PGIfs5LfpBWxdOY2BSHRuozws6qurqzqXUDaf0sSbL9qdzWZ1A/acvhA2nfFC75EzGKDg/bVaLe1PZDs9fvx4JM7BprqwZzycj8Smm1hiiSWWLS4jh+htelsbJWnTGFcqFU1axqHGzOll1VZkgP5A+eMc3Oz08FIBW9WJufOcWAnPKxQKQbpS/AX6aDQayt9lU5JnAuLkXexQEhmgE6jdQNqc7tVTm7lfmU/P7UWZQCRra2uRw79ZLeakaGwyseelFovFAKlZzcKLMLSh+jY0fmJiIqI2s5Ptjjvu0FN7mPJnk8555gKUhe83S27nXeOIVzikb7vtNjU1IZJ3cnIyMKPYKOS5ublI9DXTjzudjr4fjopGX9lDqNFXXpoOaKAYi88++2wQxW1pnF4yOO7HdDodiTNpNpsR7j1rR2NjY5FUDJy2l+uAvmIaJ89XzwTElGV7mprtY5GoWc6LOOaUHCKD9w3tqNvtqlmJTVXs5EY5HkHhuUiM6GOJJZZYtriMHKKHDAtasVSjZDKptLmvf/3rIiLyspe9TIMU2BnFKWJxKAcjerYtAv3YQCR+tsgGati2bVuE4sgOKkZqQN3PPPOMBsVAwyiXy/KSl7xEREI7H1AYH6CBHD7tdlsdjah3s9lUpFipVAIUJTJIp8vpfPEd6pbNZgNkLDLQmODQxt9cLqeIhNEjO+4s1Y8PobCOJ/4dX2Okl0qlgkAokdCBiDqcPn1aqWtHjhwJaLr4nbVpc+4RFq6bDYrxED5f87SWxcVF+e53vysiGw5aTkrW6/W0PYjs3r17d6SPGP2x7dyj3nLSPz41zKawZgc6n+zk5XLi9tq+ZC2Mk/kBNddqtSAxme0DnmeM4i3lcmxsTOvJp7px3idOAYw64honNYOwv4PXD26jN67R18hzdOzYMbXLl8tlbZvXRvbV2PHDf89HRm6htwuFVeNt0jNmaGDx/trXvqZh8Lt27VInLE9wOMegTk5PT+tg4sx1nKKAT3lCOTyQwX/lgWaduqVSScu84IILAkenSOiZR3knT57UcrZv367thFliz549uhhgk/nRj34ULKYwFzGTBhMBk2xqakq593wMHJxwjUZDNwV2sDI/G2WyCovfov94oecNlPnklpfOZiVWu9EXx44dkyeffFLrKTKYbHxWgXeqmH3PfLIQC483fufDhBcFbzNjUwYfco36ttttBQdYtJeXl4MFHPWCiY0XAjZz2U2GzT3Mo+c6YuHEeCiXy27/8/NsWgSuE88V3Fsul93IVwZxlneO+vPfYrGoY7jT6Sjw44RqKJOjydH/GJciYTI+a6rN5XJDTcpoF8YjgNfKykowVzZj0HC7+Hd27JyPxKabWGKJJZYtLiOL6DlXB6tV1qTDKg7uWVtbU670sWPHIqiBqV5IH7t9+/Ygio8TIuEeyDDOtI0KZccpq2pAENPT03od57cuLy9Hdv1Wq6U5+aemphTJI8Hb/Px8dfAcPQAAGqxJREFUwFEXGWgTDz30kIgMUJl1Cu/du1eRBjQe1mrYEeYdqs6JqbyoXo5jQD9xoiZGRpbjz2drcpQrR75CA0Iu92PHjulntGt2djY4wchzvFr6HlMyWTimwSI5m/PICj/H0075GpsoMAbBs3766ac1Fw7nx0e7OEEcP9tGpCaTySAWw9J5+QBum3RMJNR62PQJ4XfG9cQY5Xvs+a52TqGeXF8+FNz2ARMpIKlUSu+BWIID2o5xOzY2pnXi2BGUw++ZqblITAZTLMe98Lvw1hWIdfhbU+H5yMgt9J6a6bFPIDwweCFnji3Kgrmm2+3qZIZ9tFKp6CRaX1+PcLqZe8+ntXNiKtSTTUSWR18sFtUUwoeUY0JNT09H8k9PTk4GueNRPmcYtAFeU1NTWrd8Pq+DDQngmCfM9WY10doGWX3mScB9ZBdTjyEzNjamkyeXy0UmVCKRcE07kHq9rrm7ETi3sLAQ9KFI1PbqLbYQNoV4Cz0HcNkJx5uVJ8M2GVsvTkuRTqcjTKrl5WXd5JlJw+YRGwC2vr4e+HpEwmMZGUihHpw8zR4SjnJsigRetPloSDZj2oNJGAix+YPHo2Wk8GcOxuLj9qzviWNkON6E01XgOpt2rBmZmXksnBwNzC42BXo2fohnpmTAxH4+z295thKbbmKJJZZYtriMHKK3CIIRIV/3HBeMjNhkwmwDfA+EDUfY0tKS7ubsvOHoOcun7XQ6AVqyCJh3a+bwe8emcXpfG7WbyWQCs4ftA2YMsenLi1qEsLbB19hZCM0Dz2k2mxETEJ6FvzZRV7vdjvQLa1ke2u10OpHoR+6PkydPqlkK5itmkqAvWRhNWXONiETMG1Y4H701rbEZhlGZZyLyjqjkccV1s2H53G/gZufzeTWtMRrmJHheX6DMRqMRMS/yO8EYajabgUbHGgPqi35nMwz/jpOM4TmW885mFtZEuR424V232w0SnFnzL0ea4t5qtRqcnYDvOSYBGiifNMXzHWVB4zp69Ki+FwinHOb0I9wGj8W1mXnxfCRG9LHEEkssW1xGDtFvJt6O5iE16+jigzVEBruxtX8uLi6qDZ8P7WCOsbUn2oMGLH2M7YCsqXA6ZOuTYJsrozN+po1y7Xa7ijTQLs4zwrZQtv+ztiISRcV4PrQfRhp8bifn4rDohP0hfNAJo1W214uEtDoW8JEfeOABTVeNe/iQC0bfHveb7fH2+2GoyePR8722vsOiRBllWi3AajdoD/q/1Wopej969Ki2H33Ap5cx2rXvnm30bEfnCGfr1B3Wl15OHT6pikkNto85zxHaaJ2Xtj3c/9A4u91uQOv1ED/E46R7sRHdblfbwUnnOH4Dz4RWCf8J+tiWzc/cLGrXjoPnYpuHjNxCbzucVZdhTi/rzMhkMq4Tj18yXgQGOWevXFlZUQYOZ73jvOwQdiCinhggnIueT3vilAO8KKENqAczdVhl5EAQ/LVZANEmkZApgmucroDNJN4CAZWbUzowr5xPpYIwF9o6z9LpdPB+0Q6e4GwawvPAZDhx4oTew4nM7HNYvMnCfc2LkDfGeFxaZ6w3Gfl3XKbnEOWFns1bNqiGxxPafeLECTV1bNu2LVJmpVLZ9LQofhd4j3zKGcY/88qH9Y89D4CvsTmOx6UNSup0Ou6B5ByUx32M5zAxwQIurjsnY+P1AmOcxz87YfGXywFn/uGHH9bvrcmXxxhvlh6JhPuS2xifMBVLLLHEEssZZeQQvY0C4x3NU785RzR/56lLjKqAVICAGUFWq1WNruMDpvF8jiTkU4AsYmGaFCNcjy7FCMBSwRgJsEbA6IGpZiID7ruHoFFONpvVPmAnnHd2rUdjY+F0vWwWEQkTh0GDaDQaqjHxAep8ELRN33zy5ElNCLa+vh44Bu2zvXfucZC92AjPDDNMPCTuOdH4Oqe29WieHvEAfznRGVJQLC0tab9whCeXYcth1MyHaUNjgIlTJDTreeMJwloyo2/W8ixlttFoRBIOMmedHbwYq7lcLmJ+KRQKwbhE29hUZcvn5zBFGP3rJTZsNpvaR41GQ9cIOGBZc+b1h+mvnklvMysFj8fncjh4jOhjiSWWWLa4jByit87JYaeqMKKwdi8vsIrL5HM28bt6vR6kREUkKlAKn0LDyIdPPfICcrxTgtjhCZTDgVcWHXKyqmazGUEsKIvvGR8fV22FET9rA9aWbZO1wUHGlDOrKbGdNZ1OB+gH7fI0HThWx8fH3eRQ6A84uI4dO6YOWE5U52kYjPg81H4mJ6qHnDzapEeH4/HroXtOnmaTiVkaoH0/rVZL7cLPe97zRGQQ9YwgnXK5rBGtGLdjY2P6HvnZTNm0Tstmsxmc4Yo24PtSqRSZPzznOAqVkbR9V5zXhskI/DuMPZRZLBYjdFwbSc2HnYgMHL1MkUR9mTZsA7PW1tb0HjyPz4Xm/mKqqqWHWxv7ZgnxPCc3WwCey8EjI7/Q2whCjzNvFx/P+cXfM+PBUxm3bdum/HqoZXzANnvmIcwQwN/V1dXgZCk8G2YLZgdxMiUbGcvsHn6+XTxENpgIrVYr6A8MFrSTTTfsEOYBb1VkzxSVSCRU3bW56VEPe2xjLpcLzBG2HbVaTTdTvAdmRXkHeHtOK29Rtv11NiHp9jneGLWmDBu7YE1nfI9nckokEpEo12azqVkRDx48KCKDjRIJ/I4ePartQZR3MpkMFmu0GeZHNll6x1ni3fEi5sVg8HjhdnFUNDK1AuigTSL+wfCemYZ55+ys5r5GndlEijHKc4cZPRxzIhICGFxbWFjQa8ViMXJeA5tVeTPyFnPPlOitVRxHFB8OHkssscQSy1AZOURvVWmm/A3b8Sz6ZxWJv2fEZ3PZNJtNPf1l165dms8ejq52u62pW+H0Wlpa0l02k8kEVE3Ux9IRW61WcPCypXlyIicgDubbs9rNdDbO541rbM6xiJJzcDCCgkbApgN2plr0zQ6m5eXliErP7YAw8p+fn9d8Q7jn1KlTEXMPn+PLGhmE3zk7De25niJRrdGKZy70ePRcni3LRjda1M5mGi8yloWjooGKOW8QHLPpdFqTauF55XI5cgB9vV4PxhYQMMYQpz6GRjU5ORmcWMbkAjyPHf2oL55ZLBYjZzOUy2VN2MZ52tEHHKHOz/Ny9+Az57phWqRnpvRIBFgD2u229jHSX3e7XU0+mM/nA/Mk2mi1So5tOBNhwEPs9kDy85UY0ccSSyyxbHEZOUTv2Uo3y0kyzA7LlEzrrOWAKiCJ1dVVDcg5dOiQ2tGBNpeWlvT+Sy+9VERCJ06j0VAEwGgXdeLTjdgBzPl18Dubl4PbwKiAs2Ti2bi3UCgEOXM2oxky0mJ7oEWpjPK9NMWpVCrwdUAsXbTVagUaF6KT4aCtVCrqVARaWl5e1s+FQiHixPPawwF2TFFlzcDTIDcLuPLGm+fwZYTL9/P/rdO33+8HqO7/ae/cettGkihcdGjZujgwJhgk+f8/LI8BZgIkkijJkgV5H4TT/rpYlMcIdldD1HmJw0uzSRWbdTlVxSC3/i95UbxiMpmUeXz69KnQgaUp//XXXz1N2uz1nVosFlUWp1ltPVFWGdfyfv9Ibhm8b5qmlMNm9naUnU1ZZ9zArLZUSXRgRUw+Y3+/zCqnNS3ZlEb/8vJSWd5mZ0te98Br0rvgqZCeLutjh5FHgvsZx3srfnQJV7fQR2bxP/1/xHgw69e454+sfV3XlaDKarWqapqbnYOcqnHPwCrdBZ5F0TRNxX4wOwuaXsLb29tSjEnzJTuBL07UwJvF1XwJ5fl8XjUgljCSO695amzPg2eZY50j4eYc6Frz5RkYCKaLgl2A9NzZOk8vlIKPZEWRdcPF1AcD+YHUPXE/F1X9Ts/Pz292jooQZctysfQfGQZ1OS+eE7F7yM4yOysilAO5F0Ui+PbtW7Woa2zmKUhmuDh5ksBsNqsCq9pO16W2SRYPh0OV5SrZoStJc4pyOci+iYqJ8bnoGWy3214JBBYtYy4MS3N4dhzZSFL2SMg4HA7huhIt8JpbxM2PZIP3zvv9HdZNum4SiURi5Lg6jd5rRkMBKiEym6nxRRQ3HWNWB46kcURc2fl8XgIx0jJ3u13R+M1eNUoFNNl7lgW9qFFKm+VX2wcQvQnrA6vz+bynSXz48KHMgyVmSe0UWGSN2bCeRno6nXqaD58xNWie4zNsj8dj1SNXYynI/eeff/YKlPG5cP50HXgT2LtZIvqfH+etzFiSA4hLGY+U4YgmyH2XKJu8Hza71rOkpUqXoywlnUN6Ki1RyYaZ9bjo3przdZJoOfFcygvrRml/lAMTdRWjS8aTBHzGKV1DOj6qQaPA9t3dXXEbytqYTqfleShIzcJ5y+WyHOstY7M4i5+B/EgGI48E5fF3iptd3UIfvTD0j/pEqCFTeshv6sdktF8/3Ha7LTxkMlJYDsHsvOBL+KfTaTlW43ABJv+cZjOTUMzqTvL64dnxh+6RS9H6/X5f+ev9i8nFih9FvkS+qBb3k0nAbX5x6rquXFsLEvnVm82mvFA6jkwDnxyjZxn5yaNtQy8cx+J1hnz0HDP6EEe+/uh6fjw/dpToF8WetGizRd90Ou3JtWIdZq+VWjlXFurih5DMF11PC/Risag6XGlM7wf3C71vncgxNR4XU7oPKW9ayDXOfr8PO5LRb+8Tog6HQ1ncv3z50ksam0wmxa0qNyILAfria/yXiNg1nHvEyGJOiJ6tWfLoE4lEInEBV6fRC0MmbKQdea2Mxw1pfwK1DGni+/2+aCoMzkiLkra/XC5LUHG1WhXTlNqBNAl2yqEmru3SUnhtpmBT8/HdpOgGYAkCacqLxaLnQiIXOmKhUCNl8MsHEHe7XbXNazXsMCXNc71eF21pNpuVZ6T5UquOaolTg4546QzG8ff1gTAyGqLrEAxOes2Uz5Ayxjl6rdlnwWoOUVavdzlpHmZneVKP3ChjdTqdlmfN/q20MJmRrOcjWf/06VMZm7+jtxxonfI5M7PWF/M7nU5Fq2Zwnc+NBdDM4kbeDw8PYVkQPksRE7St67pi4SwWizKmnuXt7W15/+gmo3sr+s0j2XivRu7dfhH3/r1IjT6RSCRGjqvT6CMNSxjKghUiDnMUhKN2Qu2OjRd0fQVsDodDjyr59evXcs3v37/3qIX7/b7y1+vaOp8Fp0hl9A0ceD/k/Op+yHEW2F+UTRSoxXO/We1jp39Vxz0+PoYdfxikY29Ps7PmpGOlIa1Wq6Ilff78uQS0WZJWGZnsbkVtyVt23B/VsonkYMh/f6kOCa8dZdu+VWeHx0c1moRIrmmV6Ll4brbPGmWmNXvpMlbjG8c0TVPkno1HWMBP1yQ11zfM0bFmdTE+0Tnbtg27QMm6JQ1UeHp66lmiXdeVeex2u6oAmu5R8SFSPBX8f35+7hU9I0hWoPUrRB4FyiKtzui5+TgUcz447qiCsZ7jTMYCX0I+XP8AaP5xTJrP3sT68OFDJfA+kYMcWpqtYjcsl8uqnZn28+NhVgsiTXoJv/9ImdWFv47HY6+kwGazqdokahxeUyAn3guoT3bSYqJg1N9//13+1otDpsF2uy3n6GVdr9dlvrr2w8NDlSDjwTH5QnGBjtgyvqzFkBxEwWW+jFFFTCFiSQy5Fi8FWSP+tF/co3fBd0qie+N0OvU48SxDoHNXq1X1TvjOUWxNKffGw8NDVYCMrh+z8wfBu2Yoq03TFHlkYT3PYOq6Lvz9JCdM0GP5Esqw7p119qOyIVromZ+g6zRNU/ZLVskg42/Bj4N/p7xySh6+Wc104/oSBcaTR59IJBKJQVydRu8LU/k+i1GBH68B84tIDi21rUsc5u12W/7mF15aLLUUfe0fHx/DwJLv/HQ8HqtyB758MLsvkTIW0a1oFrMXpq5NDc5rdaz7TY2BZWsZvNO5qoeuOVCTo4nsLRXOlzRAuq/eMoffojhGrpIog9Zfw18nCvhHGhrneIkkwHnwWUfunijgzGtL9kgx1POfTqe9gnjH47FQdxmQZ5c0QXJHii87jjEbVpYd6YpenjabTY8+bPaatUu3krBcLss7tVgseoUC27YteS4ssqaA8/F4LGUMWIbblyv4+PFjVUpbQVjtb9u2anKuZ8Xf3HsKeH5EBolkjGsV9/E9/B1aZZnXb4+QSCQSiavG1Wn0PtDog00R/BfRB0UimqC/Drc9PT31EjUYnIyKjc3n8/IVZpEoaauk5zEDl71TdS9eM6XPmPdDyqW0D2E2m4XZimwy4sdnvRKzV9+kKKSPj4+VpmFWJ72QUqjrkNoZaTnT6bTylQrsxWtWB8KYcOWLSHGbhw+kRVp+RBHlObe3t71gObOVo2SsKODm71fHX9L0zKyXlMc6LmZ10xuz2mqUVt11XZEXZrlKblkeWFbqbrerLAyvuUZNN37+/FmuPZvNqlpSgiw+yRAL/dFK0LY//vijl03uO2Kxe5ZZHQTVPbLLHP3kUSCf/yeNM1pDBJJKIrovLQONo7nxupQtvpvvxdUt9NELwwcZuVyi46Iss4hZEbEbaFazUp5eFJq4eunpolDQiRxycuO1+O/3+2Je6sVs27YsfEytZosy/eAahx8CXXu9XldC7YN48/m8CmaZnRddmvR6Htrm636b1e40BnOjIKu2TafTKvilZ+0bQ2seuk4UjOULw3ZyQlSbngv+paA8EbmShCgLm+b2pYAwx/aBYO8iijKTOVbElGqapuemub+/LyQCsmEEsmGYTxIxdfQhuLm5KbKs65Cv/+PHj56cMNga8eBfXl56rs27u7uq9IHZ+TfWh4ABS/398vJSFfvTNta656JvVueZkCjBxdg/I5bHoBwwvyAK1npZ9+tXJFPvRbpuEolEYuS4Oo0+KskZcaEjRMEOBquGKE86TvtZtlRf8LZtizYgrWOz2RQNjS4Iadq0DCIzseu6osmzwbD/grNMcdu2RWunOSvIpGembkTzPJ1OFWVN89U5P378KONLmyIl089b53vTNGr0zB6dP3/+LH+zLoqn3Xneueeg8++IdzwUMPP1SoaKlnkZ8nPzwdiI58/trO1PS+VSfgivz9r+zHxl2WAdp9+RXaUUTGUvV82n67qeq4OuPh+0137vWqBLhYFZuh59ljddKma1dWx2lhff6P50OvW6PWlOOs6/7/5+SLDQfXuLlj1sI49D5NIiKSICLechKrHAfgLvRWr0iUQiMXJcnUbvA5H0sTPRaeiLqn2XklU0Fse5ubmptDbve2cjAmbZseyv9wPSKqF2oe13d3e9YC19egyoSRu+ubkp26VV0UrQeKvVqvJPs9uU2dm36hO8ttttsQ7YwEFaUtd1vW5ErHVzf3/f208KXXSPbdtWNX3884+yg+lDFoayZb0mp+3a5vczoExcok9S64r+HqJ++ozYS4FabdN2Ziizo5OfL2Mb1M51zdlsVu5X/nbW8+F4DIBHpAmvse92uypZjjVjBB9T4HUijX+9XvcCtPf395WV4ONizOrVPlaE9Q2EdA4z3DUeLb+IZCDob/+b+KB8FHf08hLJzntxtQs9/x9liUXnRIFZvszR/qE5kJ0i+MWFLQk3m025DhtsSxhpmpKdw0Xf72d7QJr5PvC0XC57gUhmELLglMAAFt1UbETt3Wis2U8XBJ9lVJ9cYBalTPLJZFIWIO/mMosDmVy8Ih49lQG/IHHuTVOXVfDHEW+Z1cJbskp4Hnb00vMeow8TFaEo14JlLags0L0oFx7dF1ImmJfBoK7klR8e/0F5enqq2EG+PAMD+Sz8Ff1WLKLHBdrszImP5I3y5JUNNu1mIJkc/qgQnf+IcO5UQEjs4LHR+uYXcs/iymBsIpFIJN7E1Wr0Ec3SrJ/RymOGOhD5/VEmI909p9Opx0tnXY6o3gUbfUgrIOVS43VdV9W58PfAr7nXDnRfnoo2mUx6mjaDQJGm17Ztj4///Pxc0ThZOEvn6DrUaplX4K0naqnM1mTWoq4TPY+IUkkr75JZy3M4t8gK4HiaGxFl0UbunGg+Q9q5t0r8sdF8/T5iOp1WfYI1b9IdzWpXBvsNkwIsGScVUkFfsz6nm9o560SxvLAfk/dAWY1+Z3LRdR7LWsuKYMliatW+fhHHocuR53pL0+eY+AKMlDdaaRqT1m/0m0ZywvdnVEXNouQnmtfRAxKiB0V/cGRuRXx6JkbQ/PNlBsijb9u2cr9om9gNgi9QpnPIjPBtz/hBMXsVIl+EzKwWbm7zH05ynLXt+fm5xB/4kopNRPOb1f7YpYtF4DS297fTRbTf78t9iNvtF3X9y7+9fzxyNRFMhIoqC0aLLvHWi+kxxBCLeP8RZ5rKCGXUuy38c2GXLp3jXX2878Vi0fNFm72+K5IBLlJN0/Q+hnSTsVE94wJk9Wg+nlvPWJjvj6B5aR7qnkW5o0tmKL6j8eiS8clKLB0RxcI4Jy7EXo4mk0k5/5Krj+fwY8c17xJ75y2k6yaRSCRGjqvT6L1JSleGWcyw8Row+evcf8ka4HWpAejf7XZbZYia1RmCbCYsVwRTwMnB1/m/fv2yr1+/mlmtQUlr9tqb7lHz131FRZsmk0kVPCMPX8/IB8doZpIDzWxCgVqXNH5yj6M642yyLEuHLjJqXazXrTlG7jxaa152qBmxkxJdcF4m3jKPhxg5XqY8991rprQwaJUILHUR5YfwOUu7Xq/XPVcUyxlIHg6HQ3gftEjldhwqmeHdFpRbHffw8FBZjSp9wAJkkke9MwoC6xxpw8wJ8WUTZrNZZXn794aZr3Th0FJiLwSNQ0tX0LVJpIi0cmYR0yPhG5tHbDG6XYcyvt+L1OgTiURi5GiioM7/fBJN8/+fRCKRSPzL8PLy8o/I9anRJxKJxMiRC30ikUiMHFfhukkkEonEfw+p0ScSicTIkQt9IpFIjBy50CcSicTIkQt9IpFIjBy50CcSicTIkQt9IpFIjBy50CcSicTIkQt9IpFIjBy50CcSicTIkQt9IpFIjBy50CcSicTIkQt9IpFIjBy50CcSicTIkQt9IpFIjBy50CcSicTIkQt9IpFIjBy50CcSicTIkQt9IpFIjBy50CcSicTIkQt9IpFIjBy50CcSicTIkQt9IpFIjBy50CcSicTI8R+OlyrTpUdavgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "folder_dataset_test = dset.ImageFolder(root=Config.testing_dir)\n",
    "siamese_dataset = SiameseNetworkDataset(imageFolderDataset=folder_dataset_test,\n",
    "                                        transform=transforms.Compose([transforms.Resize((100,100)),\n",
    "                                                                      transforms.ToTensor()\n",
    "                                                                      ])\n",
    "                                       ,should_invert=False)\n",
    "\n",
    "test_dataloader = DataLoader(siamese_dataset,num_workers=6,batch_size=1,shuffle=True)\n",
    "dataiter = iter(test_dataloader)\n",
    "x0,_,_ = next(dataiter)\n",
    "\n",
    "for i in range(10):\n",
    "    _,x1,label2 = next(dataiter)\n",
    "    concatenated = torch.cat((x0,x1),0)\n",
    "    \n",
    "    output1,output2 = net(Variable(x0).cuda(),Variable(x1).cuda())\n",
    "    euclidean_distance = F.pairwise_distance(output1, output2)\n",
    "    imshow(torchvision.utils.make_grid(concatenated),'Dissimilarity: {:.2f}'.format(euclidean_distance.item()))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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